Overview

Dataset info

Number of variables147
Number of observations7012
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory7.9 MiB
Average record size in memory1.1 KiB

Variables types

Numeric92
Categorical20
Boolean24
Date0
URL0
Text (Unique)0
Rejected11
Unsupported0

Warnings

AVG_CALL_DURATION is highly skewed (γ1 = 25.14332869) Skewed
CALL_1MONTH_TO_DEACT has 6822 (97.3%) zeros Zeros
CALL_2MONTHS_TO_DEACT has constant value "0" Rejected
CALL_3MONTHS_TO_DEACT has constant value "0" Rejected
CALLS_12MONTH is highly skewed (γ1 = 62.36234148) Skewed
CALLS_12MONTH has 6995 (99.8%) zeros Zeros
CALLS_1MONTH has 6690 (95.4%) zeros Zeros
CALLS_1MONTH_TO_DEACT has 3575 (51.0%) zeros Zeros
CALLS_2MONTH is highly skewed (γ1 = 60.84577688) Skewed
CALLS_2MONTH has 7000 (99.8%) zeros Zeros
CALLS_2MONTH_TO_DEACT has 2945 (42.0%) zeros Zeros
CALLS_3MONTH_TO_DEACT has 4082 (58.2%) zeros Zeros
CALLS_4MONTH is highly skewed (γ1 = 36.7807217) Skewed
CALLS_4MONTH has 7002 (99.9%) zeros Zeros
CALLS_5MONTH is highly skewed (γ1 = 34.75029702) Skewed
CALLS_5MONTH has 7004 (99.9%) zeros Zeros
CALLS_6MONTH is highly skewed (γ1 = 46.57213004) Skewed
CALLS_6MONTH has 7003 (99.9%) zeros Zeros
CALLS_7MONTH is highly skewed (γ1 = 52.87959861) Skewed
CALLS_7MONTH has 7004 (99.9%) zeros Zeros
CALLS_8MONTH is highly skewed (γ1 = 41.83546028) Skewed
CALLS_8MONTH has 7002 (99.9%) zeros Zeros
CALLS_9MONTH is highly skewed (γ1 = 48.92134464) Skewed
CALLS_9MONTH has 7003 (99.9%) zeros Zeros
CASH_PAYMENTS has 707 (10.1%) zeros Zeros
CC_PAYMENTS is highly skewed (γ1 = 37.25513039) Skewed
CC_PAYMENTS has 3801 (54.2%) zeros Zeros
CHECK_PAYMENTS has 5908 (84.3%) zeros Zeros
COUPON_ADJUSTMENTS is highly skewed (γ1 = 54.44044791) Skewed
COUPON_ADJUSTMENTS has 7002 (99.9%) zeros Zeros
DATA_1MONTH_TO_DEACT has 3296 (47.0%) zeros Zeros
DATA_2MONTH_TO_DEACT has 2441 (34.8%) zeros Zeros
DATA_3MONTH_TO_DEACT has 3973 (56.7%) zeros Zeros
DATA_USED_10MONTH has 5746 (81.9%) zeros Zeros
DATA_USED_11MONTH has 6073 (86.6%) zeros Zeros
DATA_USED_12MONTH has 6307 (89.9%) zeros Zeros
DATA_USED_1MONTH has 76 (1.1%) zeros Zeros
DATA_USED_2MONTH has 690 (9.8%) zeros Zeros
DATA_USED_3MONTH has 1836 (26.2%) zeros Zeros
DATA_USED_4MONTH has 2565 (36.6%) zeros Zeros
DATA_USED_5MONTH has 3428 (48.9%) zeros Zeros
DATA_USED_6MONTH has 3879 (55.3%) zeros Zeros
DATA_USED_7MONTH has 4352 (62.1%) zeros Zeros
DATA_USED_8MONTH has 4883 (69.6%) zeros Zeros
DATA_USED_9MONTH has 5375 (76.7%) zeros Zeros
DROP_CALLS_10MONTH has constant value "0" Rejected
DROP_CALLS_12MONTH is highly correlated with DROP_CALLS_11MONTH (ρ = 0.9021720876) Rejected
DROP_CALLS_1MONTH has 6918 (98.7%) zeros Zeros
DROP_CALLS_1MONTH_TO_DEACT is highly skewed (γ1 = 25.20824484) Skewed
DROP_CALLS_1MONTH_TO_DEACT has 6968 (99.4%) zeros Zeros
DROP_CALLS_2MONTH is highly skewed (γ1 = 69.03942082) Skewed
DROP_CALLS_2MONTH has 7008 (99.9%) zeros Zeros
DROP_CALLS_2MONTHS_TO_DEACT has constant value "0" Rejected
DROP_CALLS_3MONTHS_TO_DEACT has constant value "0" Rejected
DROP_CALLS_7MONTH is highly skewed (γ1 = 57.42580919) Skewed
DROP_CALLS_7MONTH has 7007 (99.9%) zeros Zeros
MESSAGES_SENT_10MONTH has 5932 (84.6%) zeros Zeros
MESSAGES_SENT_11MONTH has 6204 (88.5%) zeros Zeros
MESSAGES_SENT_12MONTH has 6415 (91.5%) zeros Zeros
MESSAGES_SENT_1MONTH has 219 (3.1%) zeros Zeros
MESSAGES_SENT_2MONTH has 783 (11.2%) zeros Zeros
MESSAGES_SENT_3MONTH has 1792 (25.6%) zeros Zeros
MESSAGES_SENT_4MONTH has 2462 (35.1%) zeros Zeros
MESSAGES_SENT_5MONTH has 3703 (52.8%) zeros Zeros
MESSAGES_SENT_6MONTH has 4122 (58.8%) zeros Zeros
MESSAGES_SENT_7MONTH has 4654 (66.4%) zeros Zeros
MESSAGES_SENT_8MONTH is highly correlated with MESSAGES_SENT_7MONTH (ρ = 1) Rejected
MESSAGES_SENT_9MONTH has 5147 (73.4%) zeros Zeros
NUM_DROPPED_CALLS is highly skewed (γ1 = 38.57224558) Skewed
NUM_DROPPED_CALLS has 5904 (84.2%) zeros Zeros
NUM_IVR_CALLS has 2024 (28.9%) zeros Zeros
SMS_1MONTH_TO_DEACT has 3788 (54.0%) zeros Zeros
SMS_2MONTH_TO_DEACT has 3182 (45.4%) zeros Zeros
SMS_3MONTH_TO_DEACT has 4179 (59.6%) zeros Zeros
tenure has 74 (1.1%) zeros Zeros
TOTAL_CALLS_MADE_10MONTH has 5758 (82.1%) zeros Zeros
TOTAL_CALLS_MADE_11MONTH has 6063 (86.5%) zeros Zeros
TOTAL_CALLS_MADE_12MONTH has 6312 (90.0%) zeros Zeros
TOTAL_CALLS_MADE_1MONTH has 78 (1.1%) zeros Zeros
TOTAL_CALLS_MADE_2MONTH has 711 (10.1%) zeros Zeros
TOTAL_CALLS_MADE_3MONTH has 1787 (25.5%) zeros Zeros
TOTAL_CALLS_MADE_4MONTH has 2487 (35.5%) zeros Zeros
TOTAL_CALLS_MADE_5MONTH has 3410 (48.6%) zeros Zeros
TOTAL_CALLS_MADE_6MONTH has 3802 (54.2%) zeros Zeros
TOTAL_CALLS_MADE_7MONTH has 4351 (62.1%) zeros Zeros
TOTAL_CALLS_MADE_8MONTH is highly correlated with TOTAL_CALLS_MADE_7MONTH (ρ = 1) Rejected
TOTAL_CALLS_MADE_9MONTH has 4911 (70.0%) zeros Zeros
total_drop_calls is highly skewed (γ1 = 43.89367723) Skewed
total_drop_calls has 6910 (98.5%) zeros Zeros
TOTAL_MINUTES_10MONTH has 5758 (82.1%) zeros Zeros
TOTAL_MINUTES_11MONTH has 6063 (86.5%) zeros Zeros
TOTAL_MINUTES_12MONTH has 6312 (90.0%) zeros Zeros
TOTAL_MINUTES_1MONTH has 78 (1.1%) zeros Zeros
TOTAL_MINUTES_2MONTH has 711 (10.1%) zeros Zeros
TOTAL_MINUTES_3MONTH has 1787 (25.5%) zeros Zeros
TOTAL_MINUTES_4MONTH has 2489 (35.5%) zeros Zeros
TOTAL_MINUTES_5MONTH has 3410 (48.6%) zeros Zeros
TOTAL_MINUTES_6MONTH has 3803 (54.2%) zeros Zeros
TOTAL_MINUTES_7MONTH has 4351 (62.1%) zeros Zeros
TOTAL_MINUTES_8MONTH is highly correlated with TOTAL_MINUTES_7MONTH (ρ = 1) Rejected
TOTAL_MINUTES_9MONTH has 4911 (70.0%) zeros Zeros
TRANSFER_COUNT is highly correlated with RETURNS_COUNT (ρ = 1) Rejected
WINBACK_ADD_COUNT is highly correlated with TRANSFER_COUNT (ρ = 1) Rejected

Variables

ABP
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
N
6484
Y
 
528
ValueCountFrequency (%) 
N 6484 92.5%
 
Y 528 7.5%
 

ACTIVE_PHONE_FLAG
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
I
4861
A
2151
ValueCountFrequency (%) 
I 4861 69.3%
 
A 2151 30.7%
 
Max length1
Mean length1
Min length1
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

autobillpay
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6484
1
 
528
ValueCountFrequency (%) 
0 6484 92.5%
 
1 528 7.5%
 

AVG_CALL_DURATION
Numeric

Distinct count1013
Unique (%)14.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean97.3978893
Minimum0
Maximum6909
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile53.60328587
Q184
Median84
Q384
95-th percentile135.4905154
Maximum6909
Range6909
Interquartile range0

Descriptive statistics

Standard deviation132.7233989
Coef of variation1.362692763
Kurtosis1060.678855
Mean97.3978893
MAD30.86466115
Skewness25.14332869
Sum682953.9998
Variance17615.50061
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 12.71428571 28.95238095 58.35902255 83.91544117 ... 303.39906105 480.71428575 722.98828125 1687.3482145 6909. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
84 5904 84.2%
 
19 7 0.1%
 
20 6 0.1%
 
24 5 0.1%
 
25 5 0.1%
 
15 5 0.1%
 
33 5 0.1%
 
45 5 0.1%
 
6 4 0.1%
 
27 4 0.1%
 
Other values (1003) 1062 15.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 < 0.1%
 
1 1 < 0.1%
 
2.15625 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6909 1 < 0.1%
 
2504.572519 1 < 0.1%
 
2465.5 1 < 0.1%
 
2335.336449 1 < 0.1%
 
1761.125 1 < 0.1%
 

AVG_IVR_DURATION
Numeric

Distinct count3152
Unique (%)45.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean78.65547287
Minimum1
Maximum1261
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile12.51309524
Q142.4409091
Median67.85714
Q394.175
95-th percentile190.5583333
Maximum1261
Range1260
Interquartile range51.73409091

Descriptive statistics

Standard deviation63.64381716
Coef of variation0.8091467109
Kurtosis40.11578641
Mean78.65547287
MAD40.43064376
Skewness4.011727514
Sum551532.1757
Variance4050.535463
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.00000000e+00 4.83333333e+00 5.12500000e+00 7.83333333e+00 8.08333333e+00 ... 1.76291667e+02 2.35800000e+02 2.99700000e+02 5.36541667e+02 1.26100000e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
67.85714 2025 28.9%
 
13 39 0.6%
 
11 37 0.5%
 
14 36 0.5%
 
15 33 0.5%
 
10 32 0.5%
 
12 31 0.4%
 
9 27 0.4%
 
5 24 0.3%
 
8 24 0.3%
 
Other values (3142) 4704 67.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 9 0.1%
 
4 8 0.1%
 
4.5 5 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1261 1 < 0.1%
 
1084.333333 1 < 0.1%
 
896.5 1 < 0.1%
 
702.7142857 1 < 0.1%
 
701 1 < 0.1%
 

bluecollar_occ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6552
1
 
460
ValueCountFrequency (%) 
0 6552 93.4%
 
1 460 6.6%
 

bundle
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6875
1
 
137
ValueCountFrequency (%) 
0 6875 98.0%
 
1 137 2.0%
 

BUNDLE_STATUS
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4907
N
1968
Y
 
137
ValueCountFrequency (%) 
0 4907 70.0%
 
N 1968 28.1%
 
Y 137 2.0%
 
Max length1
Mean length1
Min length1
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

CALL_1MONTH_TO_DEACT
Numeric

Distinct count11
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.06374786081
Minimum0
Maximum12
Zeros (%)97.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum12
Range12
Interquartile range0

Descriptive statistics

Standard deviation0.5076092939
Coef of variation7.962765926
Kurtosis222.4757549
Mean0.06374786081
MAD0.1240410458
Skewness12.96304251
Sum447
Variance0.2576671953
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=11)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.5 4.5 12. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6822 97.3%
 
1 82 1.2%
 
2 51 0.7%
 
3 26 0.4%
 
4 14 0.2%
 
5 5 0.1%
 
6 4 0.1%
 
8 3 < 0.1%
 
11 2 < 0.1%
 
12 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6822 97.3%
 
1 82 1.2%
 
2 51 0.7%
 
3 26 0.4%
 
4 14 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
12 2 < 0.1%
 
11 2 < 0.1%
 
10 1 < 0.1%
 
8 3 < 0.1%
 
6 4 0.1%
 

CALL_2MONTHS_TO_DEACT
Constant

This variable is constant and should be ignored for analysis

Constant value0

CALL_3MONTHS_TO_DEACT
Constant

This variable is constant and should be ignored for analysis

Constant value0

CALLS_10MONTH
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
7007
1
 
3
2
 
1
ValueCountFrequency (%) 
0 7007 99.9%
 
1 3 < 0.1%
 
2 1 < 0.1%
 
5 1 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

CALLS_11MONTH
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7006
1
 
5
7
 
1
ValueCountFrequency (%) 
0 7006 99.9%
 
1 5 0.1%
 
7 1 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

CALLS_12MONTH
Numeric

Distinct count12
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.04806046777
Minimum0
Maximum152
Zeros (%)99.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum152
Range152
Interquartile range0

Descriptive statistics

Standard deviation2.096951337
Coef of variation43.63152159
Kurtosis4224.931747
Mean0.04806046777
MAD0.09588789847
Skewness62.36234148
Sum337
Variance4.39720491
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=12)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 10. 152. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6995 99.8%
 
4 4 0.1%
 
1 3 < 0.1%
 
5 2 < 0.1%
 
79 1 < 0.1%
 
7 1 < 0.1%
 
3 1 < 0.1%
 
26 1 < 0.1%
 
21 1 < 0.1%
 
152 1 < 0.1%
 
Other values (2) 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6995 99.8%
 
1 3 < 0.1%
 
3 1 < 0.1%
 
4 4 0.1%
 
5 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
152 1 < 0.1%
 
79 1 < 0.1%
 
26 1 < 0.1%
 
21 1 < 0.1%
 
12 1 < 0.1%
 

CALLS_1MONTH
Numeric

Distinct count14
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.105675984
Minimum0
Maximum20
Zeros (%)95.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum20
Range20
Interquartile range0

Descriptive statistics

Standard deviation0.6946105562
Coef of variation6.57302189
Kurtosis208.6705913
Mean0.105675984
MAD0.2016464156
Skewness12.04959513
Sum741
Variance0.4824838248
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=14)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 6.5 11.5 20. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6690 95.4%
 
1 176 2.5%
 
2 58 0.8%
 
3 31 0.4%
 
4 22 0.3%
 
5 10 0.1%
 
6 8 0.1%
 
11 4 0.1%
 
7 4 0.1%
 
9 3 < 0.1%
 
Other values (4) 6 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6690 95.4%
 
1 176 2.5%
 
2 58 0.8%
 
3 31 0.4%
 
4 22 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
20 1 < 0.1%
 
15 1 < 0.1%
 
12 1 < 0.1%
 
11 4 0.1%
 
9 3 < 0.1%
 

CALLS_1MONTH_TO_DEACT
Numeric

Distinct count672
Unique (%)9.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean79.68653736
Minimum0
Maximum3560
Zeros (%)51.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q351
95-th percentile442
Maximum3560
Range3560
Interquartile range51

Descriptive statistics

Standard deviation211.3916373
Coef of variation2.652789848
Kurtosis47.10131507
Mean79.68653736
MAD112.3128619
Skewness5.552538684
Sum558762
Variance44686.42433
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 4.5000e+00 1.1500e+01 ... 4.7200e+02 6.9600e+02 1.1180e+03 1.5735e+03 3.5600e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3575 51.0%
 
1 125 1.8%
 
2 81 1.2%
 
4 80 1.1%
 
3 78 1.1%
 
5 64 0.9%
 
7 60 0.9%
 
6 59 0.8%
 
11 56 0.8%
 
9 52 0.7%
 
Other values (662) 2782 39.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3575 51.0%
 
1 125 1.8%
 
2 81 1.2%
 
3 78 1.1%
 
4 80 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3560 1 < 0.1%
 
2851 1 < 0.1%
 
2828 1 < 0.1%
 
2813 1 < 0.1%
 
2692 1 < 0.1%
 

CALLS_2MONTH
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.004706217912
Minimum0
Maximum13
Zeros (%)99.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum13
Range13
Interquartile range0

Descriptive statistics

Standard deviation0.1766761911
Coef of variation37.5410137
Kurtosis4258.025469
Mean0.004706217912
MAD0.009396327834
Skewness60.84577688
Sum33
Variance0.03121447651
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 3. 13. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7000 99.8%
 
1 6 0.1%
 
2 3 < 0.1%
 
4 2 < 0.1%
 
13 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7000 99.8%
 
1 6 0.1%
 
2 3 < 0.1%
 
4 2 < 0.1%
 
13 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
13 1 < 0.1%
 
4 2 < 0.1%
 
2 3 < 0.1%
 
1 6 0.1%
 
0 7000 99.8%
 

CALLS_2MONTH_TO_DEACT
Numeric

Distinct count1108
Unique (%)15.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean217.5597547
Minimum0
Maximum6399
Zeros (%)42.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median51
Q3312
95-th percentile887.45
Maximum6399
Range6399
Interquartile range312

Descriptive statistics

Standard deviation356.6125865
Coef of variation1.639147769
Kurtosis23.84133616
Mean217.5597547
MAD244.6699023
Skewness3.388370091
Sum1525529
Variance127172.5369
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 1.6500e+01 2.0050e+02 ... 9.9700e+02 1.1415e+03 1.6470e+03 2.4570e+03 6.3990e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2945 42.0%
 
1 51 0.7%
 
2 36 0.5%
 
3 29 0.4%
 
5 21 0.3%
 
4 19 0.3%
 
65 17 0.2%
 
12 14 0.2%
 
177 14 0.2%
 
6 14 0.2%
 
Other values (1098) 3852 54.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2945 42.0%
 
1 51 0.7%
 
2 36 0.5%
 
3 29 0.4%
 
4 19 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
6399 1 < 0.1%
 
3645 1 < 0.1%
 
3634 1 < 0.1%
 
3311 1 < 0.1%
 
3293 1 < 0.1%
 

CALLS_3MONTH
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
7001
1
 
7
2
 
3
ValueCountFrequency (%) 
0 7001 99.8%
 
1 7 0.1%
 
2 3 < 0.1%
 
4 1 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

CALLS_3MONTH_TO_DEACT
Numeric

Distinct count1040
Unique (%)14.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean174.1835425
Minimum0
Maximum3384
Zeros (%)58.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3230
95-th percentile855.45
Maximum3384
Range3384
Interquartile range230

Descriptive statistics

Standard deviation336.5784038
Coef of variation1.93232035
Kurtosis12.21231776
Mean174.1835425
MAD228.1691667
Skewness3.014525503
Sum1221375
Variance113285.0219
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 4.5000e+00 4.6500e+01 3.1750e+02 ... 9.7500e+02 1.3395e+03 1.7080e+03 2.3425e+03 3.3840e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4082 58.2%
 
3 27 0.4%
 
1 22 0.3%
 
2 16 0.2%
 
4 16 0.2%
 
13 14 0.2%
 
142 11 0.2%
 
17 11 0.2%
 
5 11 0.2%
 
194 11 0.2%
 
Other values (1030) 2791 39.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4082 58.2%
 
1 22 0.3%
 
2 16 0.2%
 
3 27 0.4%
 
4 16 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
3384 1 < 0.1%
 
3048 1 < 0.1%
 
2940 1 < 0.1%
 
2771 1 < 0.1%
 
2663 1 < 0.1%
 

CALLS_4MONTH
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.003280091272
Minimum0
Maximum5
Zeros (%)99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum5
Range5
Interquartile range0

Descriptive statistics

Standard deviation0.1005792366
Coef of variation30.66354814
Kurtosis1497.341695
Mean0.003280091272
MAD0.006550826893
Skewness36.7807217
Sum23
Variance0.01011618284
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[0. 0.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7002 99.9%
 
1 4 0.1%
 
3 2 < 0.1%
 
2 2 < 0.1%
 
5 1 < 0.1%
 
4 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7002 99.9%
 
1 4 0.1%
 
2 2 < 0.1%
 
3 2 < 0.1%
 
4 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 1 < 0.1%
 
4 1 < 0.1%
 
3 2 < 0.1%
 
2 2 < 0.1%
 
1 4 0.1%
 

CALLS_5MONTH
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.00427837992
Minimum0
Maximum6
Zeros (%)99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range0

Descriptive statistics

Standard deviation0.1371468175
Coef of variation32.05578281
Kurtosis1266.11549
Mean0.00427837992
MAD0.008546997422
Skewness34.75029702
Sum30
Variance0.01880924955
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 0.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7004 99.9%
 
5 2 < 0.1%
 
4 2 < 0.1%
 
3 1 < 0.1%
 
6 1 < 0.1%
 
2 1 < 0.1%
 
1 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7004 99.9%
 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6 1 < 0.1%
 
5 2 < 0.1%
 
4 2 < 0.1%
 
3 1 < 0.1%
 
2 1 < 0.1%
 

CALLS_6MONTH
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.005276668568
Minimum0
Maximum11
Zeros (%)99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum11
Range11
Interquartile range0

Descriptive statistics

Standard deviation0.1994160507
Coef of variation37.79203642
Kurtosis2331.090449
Mean0.005276668568
MAD0.01053979178
Skewness46.57213004
Sum37
Variance0.03976676127
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 11. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7003 99.9%
 
1 4 0.1%
 
5 2 < 0.1%
 
11 1 < 0.1%
 
10 1 < 0.1%
 
2 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7003 99.9%
 
1 4 0.1%
 
2 1 < 0.1%
 
5 2 < 0.1%
 
10 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
11 1 < 0.1%
 
10 1 < 0.1%
 
5 2 < 0.1%
 
2 1 < 0.1%
 
1 4 0.1%
 

CALLS_7MONTH
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.006702795208
Minimum0
Maximum18
Zeros (%)99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum18
Range18
Interquartile range0

Descriptive statistics

Standard deviation0.2688308014
Coef of variation40.10726765
Kurtosis3166.715846
Mean0.006702795208
MAD0.01339029596
Skewness52.87959861
Sum47
Variance0.0722699998
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 18. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7004 99.9%
 
1 2 < 0.1%
 
4 2 < 0.1%
 
18 1 < 0.1%
 
2 1 < 0.1%
 
9 1 < 0.1%
 
8 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7004 99.9%
 
1 2 < 0.1%
 
2 1 < 0.1%
 
4 2 < 0.1%
 
8 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
18 1 < 0.1%
 
9 1 < 0.1%
 
8 1 < 0.1%
 
4 2 < 0.1%
 
2 1 < 0.1%
 

CALLS_8MONTH
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.005561893896
Minimum0
Maximum10
Zeros (%)99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum10
Range10
Interquartile range0

Descriptive statistics

Standard deviation0.1950694065
Coef of variation35.07247892
Kurtosis1855.87594
Mean0.005561893896
MAD0.01110792386
Skewness41.83546028
Sum39
Variance0.03805207333
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 10. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7002 99.9%
 
1 5 0.1%
 
8 2 < 0.1%
 
3 1 < 0.1%
 
10 1 < 0.1%
 
5 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7002 99.9%
 
1 5 0.1%
 
3 1 < 0.1%
 
5 1 < 0.1%
 
8 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
10 1 < 0.1%
 
8 2 < 0.1%
 
5 1 < 0.1%
 
3 1 < 0.1%
 
1 5 0.1%
 

CALLS_9MONTH
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.00570450656
Minimum0
Maximum12
Zeros (%)99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum12
Range12
Interquartile range0

Descriptive statistics

Standard deviation0.2201423988
Coef of variation38.59096251
Kurtosis2568.359939
Mean0.00570450656
MAD0.01139436949
Skewness48.92134464
Sum40
Variance0.04846267576
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 12. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7003 99.9%
 
1 3 < 0.1%
 
2 2 < 0.1%
 
12 2 < 0.1%
 
5 1 < 0.1%
 
4 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7003 99.9%
 
1 3 < 0.1%
 
2 2 < 0.1%
 
4 1 < 0.1%
 
5 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
12 2 < 0.1%
 
5 1 < 0.1%
 
4 1 < 0.1%
 
2 2 < 0.1%
 
1 3 < 0.1%
 

CASH_PAYMENTS
Numeric

Distinct count153
Unique (%)2.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean12.80975471
Minimum0
Maximum928
Zeros (%)10.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
Median4
Q312
95-th percentile51
Maximum928
Range928
Interquartile range11

Descriptive statistics

Standard deviation31.38128554
Coef of variation2.449795977
Kurtosis228.5786671
Mean12.80975471
MAD13.77988463
Skewness11.60368832
Sum89822
Variance984.7850824
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00e+00 5.00e-01 1.50e+00 2.50e+00 4.50e+00 ... 9.70e+01 1.21e+02 1.59e+02 3.13e+02 9.28e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 1195 17.0%
 
2 775 11.1%
 
0 707 10.1%
 
3 481 6.9%
 
4 445 6.3%
 
6 356 5.1%
 
8 234 3.3%
 
5 224 3.2%
 
10 221 3.2%
 
7 200 2.9%
 
Other values (143) 2174 31.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 707 10.1%
 
1 1195 17.0%
 
2 775 11.1%
 
3 481 6.9%
 
4 445 6.3%
 

Maximum 5 values

ValueCountFrequency (%) 
928 1 < 0.1%
 
732 1 < 0.1%
 
651 1 < 0.1%
 
640 1 < 0.1%
 
574 1 < 0.1%
 

CC_PAYMENTS
Numeric

Distinct count98
Unique (%)1.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.400741586
Minimum0
Maximum1590
Zeros (%)54.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q34
95-th percentile24
Maximum1590
Range1590
Interquartile range4

Descriptive statistics

Standard deviation33.23931953
Coef of variation6.154584329
Kurtosis1662.122736
Mean5.400741586
MAD7.330092183
Skewness37.25513039
Sum37870
Variance1104.852363
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00e+00 5.00e-01 2.50e+00 4.50e+00 5.50e+00 ... 5.75e+01 9.70e+01 1.34e+02 2.94e+02 1.59e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3801 54.2%
 
2 543 7.7%
 
1 513 7.3%
 
4 276 3.9%
 
3 260 3.7%
 
6 204 2.9%
 
8 177 2.5%
 
5 140 2.0%
 
10 103 1.5%
 
12 99 1.4%
 
Other values (88) 896 12.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3801 54.2%
 
1 513 7.3%
 
2 543 7.7%
 
3 260 3.7%
 
4 276 3.9%
 

Maximum 5 values

ValueCountFrequency (%) 
1590 2 < 0.1%
 
1123 1 < 0.1%
 
448 1 < 0.1%
 
301 1 < 0.1%
 
287 1 < 0.1%
 

CHECK_PAYMENTS
Numeric

Distinct count61
Unique (%)0.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.362236167
Minimum0
Maximum168
Zeros (%)84.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile8
Maximum168
Range168
Interquartile range0

Descriptive statistics

Standard deviation6.363248495
Coef of variation4.671178648
Kurtosis217.8877207
Mean1.362236167
MAD2.316389897
Skewness11.97552916
Sum9552
Variance40.49093141
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.5 4.5 5.5 ... 12.5 24.5 33.5 53. 168. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 5908 84.3%
 
1 202 2.9%
 
2 177 2.5%
 
4 106 1.5%
 
3 96 1.4%
 
6 89 1.3%
 
12 53 0.8%
 
5 51 0.7%
 
8 33 0.5%
 
9 32 0.5%
 
Other values (51) 265 3.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5908 84.3%
 
1 202 2.9%
 
2 177 2.5%
 
3 96 1.4%
 
4 106 1.5%
 

Maximum 5 values

ValueCountFrequency (%) 
168 1 < 0.1%
 
150 1 < 0.1%
 
140 2 < 0.1%
 
110 1 < 0.1%
 
92 1 < 0.1%
 

churned
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
4823
0
2189
ValueCountFrequency (%) 
1 4823 68.8%
 
0 2189 31.2%
 

COUPON_ADJUSTMENTS
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.006845407872
Minimum0
Maximum18
Zeros (%)99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum18
Range18
Interquartile range0

Descriptive statistics

Standard deviation0.262654732
Coef of variation38.36947877
Kurtosis3392.164117
Mean0.006845407872
MAD0.01367129091
Skewness54.44044791
Sum48
Variance0.06898750826
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 5. 18. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7002 99.9%
 
1 3 < 0.1%
 
2 2 < 0.1%
 
4 2 < 0.1%
 
18 1 < 0.1%
 
6 1 < 0.1%
 
9 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7002 99.9%
 
1 3 < 0.1%
 
2 2 < 0.1%
 
4 2 < 0.1%
 
6 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
18 1 < 0.1%
 
9 1 < 0.1%
 
6 1 < 0.1%
 
4 2 < 0.1%
 
2 2 < 0.1%
 

CPE_COUNT
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
6998
0
 
14
ValueCountFrequency (%) 
1 6998 99.8%
 
0 14 0.2%
 

DATA_1MONTH_TO_DEACT
Numeric

Distinct count3715
Unique (%)53.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean230861588.4
Minimum0
Maximum1.652559495e+10
Zeros (%)47.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median126790
Q385733252.75
95-th percentile1395936906
Maximum1.652559495e+10
Range1.652559495e+10
Interquartile range85733252.75

Descriptive statistics

Standard deviation694263183.5
Coef of variation3.007270236
Kurtosis81.38306635
Mean230861588.4
MAD348383304.7
Skewness6.745195814
Sum1.618801458e+12
Variance4.82001368e+17
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.10000000e+01 8.30750000e+03 5.77590000e+04 2.50109000e+05 ... 2.51019737e+09 3.70995031e+09 5.11131098e+09 9.54943153e+09 1.65255950e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3296 47.0%
 
7875 2 < 0.1%
 
3600 2 < 0.1%
 
1211454 1 < 0.1%
 
32684778 1 < 0.1%
 
17308390 1 < 0.1%
 
97338085 1 < 0.1%
 
7072484 1 < 0.1%
 
79829730 1 < 0.1%
 
692959 1 < 0.1%
 
Other values (3705) 3705 52.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3296 47.0%
 
42 1 < 0.1%
 
142 1 < 0.1%
 
154 1 < 0.1%
 
201 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.652559495e+10 1 < 0.1%
 
1.00234392e+10 1 < 0.1%
 
9075423863 1 < 0.1%
 
8944874656 1 < 0.1%
 
8821824610 1 < 0.1%
 

DATA_2MONTH_TO_DEACT
Numeric

Distinct count4233
Unique (%)60.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean632617232.1
Minimum0
Maximum3.161381845e+10
Zeros (%)34.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median11244093
Q3726853603.5
95-th percentile2983703249
Maximum3.161381845e+10
Range3.161381845e+10
Interquartile range726853603.5

Descriptive statistics

Standard deviation1428823185
Coef of variation2.258590365
Kurtosis68.53744464
Mean632617232.1
MAD839554576.2
Skewness5.927406471
Sum4.435912031e+12
Variance2.041535694e+18
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 9.15000000e+01 9.39150000e+03 3.99155000e+04 3.99315000e+04 ... 3.82102613e+09 5.60022828e+09 8.90981242e+09 1.70528942e+10 3.16138184e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2441 34.8%
 
39919 337 4.8%
 
7692 3 < 0.1%
 
256 2 < 0.1%
 
19286724 1 < 0.1%
 
15682236 1 < 0.1%
 
1234633405 1 < 0.1%
 
1711829695 1 < 0.1%
 
5933760 1 < 0.1%
 
111284978 1 < 0.1%
 
Other values (4223) 4223 60.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2441 34.8%
 
183 1 < 0.1%
 
215 1 < 0.1%
 
256 2 < 0.1%
 
341 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3.161381845e+10 1 < 0.1%
 
2.577598542e+10 1 < 0.1%
 
1.723514514e+10 1 < 0.1%
 
1.687064322e+10 1 < 0.1%
 
1.555051811e+10 1 < 0.1%
 

DATA_3MONTH_TO_DEACT
Numeric

Distinct count3034
Unique (%)43.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean459429741.3
Minimum0
Maximum3.644324387e+10
Zeros (%)56.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3242531091
95-th percentile2486610686
Maximum3.644324387e+10
Range3.644324387e+10
Interquartile range242531091

Descriptive statistics

Standard deviation1268550164
Coef of variation2.761140714
Kurtosis143.7556716
Mean459429741.3
MAD679715944.4
Skewness8.367762843
Sum3.221521346e+12
Variance1.609219519e+18
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 7.60000000e+01 9.63300000e+03 2.30354000e+05 5.85095000e+05 ... 2.90008116e+09 4.17372653e+09 5.56209677e+09 9.70074519e+09 3.64432439e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3973 56.7%
 
256 4 0.1%
 
7692 3 < 0.1%
 
9300 2 < 0.1%
 
208302731 1 < 0.1%
 
1907249628 1 < 0.1%
 
739700673 1 < 0.1%
 
6036974256 1 < 0.1%
 
626954927 1 < 0.1%
 
1529010862 1 < 0.1%
 
Other values (3024) 3024 43.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3973 56.7%
 
152 1 < 0.1%
 
256 4 0.1%
 
904 1 < 0.1%
 
980 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3.644324387e+10 1 < 0.1%
 
2.189704207e+10 1 < 0.1%
 
2.15035259e+10 1 < 0.1%
 
1.92052443e+10 1 < 0.1%
 
1.893905493e+10 1 < 0.1%
 

DATA_USED_10MONTH
Numeric

Distinct count1267
Unique (%)18.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean146509039.4
Minimum0
Maximum1.332229959e+10
Zeros (%)81.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile997917928.3
Maximum1.332229959e+10
Range1.332229959e+10
Interquartile range0

Descriptive statistics

Standard deviation622511416.1
Coef of variation4.248962512
Kurtosis72.22389814
Mean146509039.4
MAD259599433.3
Skewness7.02934763
Sum1.027321384e+12
Variance3.875204632e+17
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 4.63500000e+02 5.25900000e+04 5.68138500e+05 2.67689300e+06 ... 2.68972504e+09 3.88743872e+09 4.97793954e+09 8.24804182e+09 1.33222996e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 5746 81.9%
 
130785953 1 < 0.1%
 
345608827 1 < 0.1%
 
50121340 1 < 0.1%
 
13169279 1 < 0.1%
 
3671566992 1 < 0.1%
 
4617165462 1 < 0.1%
 
18347530 1 < 0.1%
 
246985375 1 < 0.1%
 
1376348836 1 < 0.1%
 
Other values (1257) 1257 17.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5746 81.9%
 
927 1 < 0.1%
 
2189 1 < 0.1%
 
2632 1 < 0.1%
 
3360 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.332229959e+10 1 < 0.1%
 
8381712729 1 < 0.1%
 
8114370910 1 < 0.1%
 
7788978721 1 < 0.1%
 
7490143955 1 < 0.1%
 

DATA_USED_11MONTH
Numeric

Distinct count940
Unique (%)13.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean113925068.5
Minimum0
Maximum1.042842283e+10
Zeros (%)86.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile623760860.6
Maximum1.042842283e+10
Range1.042842283e+10
Interquartile range0

Descriptive statistics

Standard deviation564522355.2
Coef of variation4.955207511
Kurtosis84.3041731
Mean113925068.5
MAD208085017.8
Skewness7.926593956
Sum7.988425804e+11
Variance3.186854895e+17
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 9.15000000e+01 8.96370000e+04 6.35079500e+05 1.56327875e+07 ... 1.34147531e+09 2.25426795e+09 3.74563063e+09 4.72559988e+09 1.04284228e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6073 86.6%
 
15379000 1 < 0.1%
 
68220 1 < 0.1%
 
4645507699 1 < 0.1%
 
462592626 1 < 0.1%
 
3383917 1 < 0.1%
 
12644507 1 < 0.1%
 
14039642 1 < 0.1%
 
32277073 1 < 0.1%
 
66095696 1 < 0.1%
 
Other values (930) 930 13.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6073 86.6%
 
183 1 < 0.1%
 
184 1 < 0.1%
 
1680 1 < 0.1%
 
1905 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.042842283e+10 1 < 0.1%
 
9758127343 1 < 0.1%
 
8398281909 1 < 0.1%
 
7801170731 1 < 0.1%
 
7749058970 1 < 0.1%
 

DATA_USED_12MONTH
Numeric

Distinct count706
Unique (%)10.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean169240056.9
Minimum0
Maximum1.823747447e+10
Zeros (%)89.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile530013449.1
Maximum1.823747447e+10
Range1.823747447e+10
Interquartile range0

Descriptive statistics

Standard deviation994945766.1
Coef of variation5.878902339
Kurtosis103.3878362
Mean169240056.9
MAD315797433.1
Skewness9.089785572
Sum1.186711279e+12
Variance9.899170775e+17
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 3.00000000e+02 9.85320000e+04 1.63231350e+06 1.67707885e+07 ... 1.44605774e+09 2.58152106e+09 5.66126047e+09 1.20210409e+10 1.82374745e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6307 89.9%
 
3261337683 1 < 0.1%
 
62761517 1 < 0.1%
 
150410059 1 < 0.1%
 
5135178 1 < 0.1%
 
18121541 1 < 0.1%
 
47168306 1 < 0.1%
 
746289 1 < 0.1%
 
23284528 1 < 0.1%
 
1185389358 1 < 0.1%
 
Other values (696) 696 9.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6307 89.9%
 
600 1 < 0.1%
 
6218 1 < 0.1%
 
16720 1 < 0.1%
 
18342 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.823747447e+10 1 < 0.1%
 
1.664469337e+10 1 < 0.1%
 
1.662367707e+10 1 < 0.1%
 
1.514877685e+10 1 < 0.1%
 
1.502985804e+10 1 < 0.1%
 

DATA_USED_1MONTH
Numeric

Distinct count6594
Unique (%)94.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1104434915
Minimum0
Maximum3.423467967e+10
Zeros (%)1.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile245830.6
Q120859714
Median518200000
Q31537775944
95-th percentile3935986891
Maximum3.423467967e+10
Range3.423467967e+10
Interquartile range1516916230

Descriptive statistics

Standard deviation1781394950
Coef of variation1.612946971
Kurtosis57.39866155
Mean1104434915
MAD1114562341
Skewness5.262484725
Sum7.744297623e+12
Variance3.173367968e+18
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 9.15000000e+01 1.06540000e+04 6.98620000e+04 2.09826500e+05 ... 4.53186048e+09 5.96883137e+09 1.04530732e+10 1.45525653e+10 3.42346797e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
518200000 337 4.8%
 
0 76 1.1%
 
7692 3 < 0.1%
 
9300 3 < 0.1%
 
183 2 < 0.1%
 
39375 2 < 0.1%
 
7875 2 < 0.1%
 
1793613161 1 < 0.1%
 
755972384 1 < 0.1%
 
7992700 1 < 0.1%
 
Other values (6584) 6584 93.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 76 1.1%
 
183 2 < 0.1%
 
215 1 < 0.1%
 
776 1 < 0.1%
 
909 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3.423467967e+10 1 < 0.1%
 
3.161381845e+10 1 < 0.1%
 
3.0081438e+10 1 < 0.1%
 
2.476837568e+10 1 < 0.1%
 
2.070778403e+10 1 < 0.1%
 

DATA_USED_2MONTH
Numeric

Distinct count5980
Unique (%)85.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean702760725.7
Minimum0
Maximum2.344357527e+10
Zeros (%)9.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q19616274.25
Median122870000
Q31017438838
95-th percentile2881677381
Maximum2.344357527e+10
Range2.344357527e+10
Interquartile range1007822564

Descriptive statistics

Standard deviation1258874183
Coef of variation1.791326887
Kurtosis42.84160377
Mean702760725.7
MAD810525566.2
Skewness4.676827087
Sum4.927758209e+12
Variance1.584764208e+18
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 7.10000000e+01 1.04740000e+04 2.00254000e+05 4.60848000e+05 ... 3.70886367e+09 4.95742971e+09 6.61054925e+09 1.05360178e+10 2.34435753e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 690 9.8%
 
122870000 337 4.8%
 
9300 3 < 0.1%
 
7692 3 < 0.1%
 
256 2 < 0.1%
 
8028 2 < 0.1%
 
2304 2 < 0.1%
 
493464889 1 < 0.1%
 
3660205087 1 < 0.1%
 
17502875 1 < 0.1%
 
Other values (5970) 5970 85.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 690 9.8%
 
142 1 < 0.1%
 
154 1 < 0.1%
 
256 2 < 0.1%
 
408 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2.344357527e+10 1 < 0.1%
 
1.90386058e+10 1 < 0.1%
 
1.566063638e+10 1 < 0.1%
 
1.510223732e+10 1 < 0.1%
 
1.482408947e+10 1 < 0.1%
 

DATA_USED_3MONTH
Numeric

Distinct count4836
Unique (%)69.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean590322742.1
Minimum0
Maximum2.64747292e+10
Zeros (%)26.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median18669903
Q3735750153.2
95-th percentile2747397051
Maximum2.64747292e+10
Range2.64747292e+10
Interquartile range735750153.2

Descriptive statistics

Standard deviation1201450068
Coef of variation2.035242727
Kurtosis60.50293484
Mean590322742.1
MAD759646613.2
Skewness5.239468067
Sum4.139343068e+12
Variance1.443482265e+18
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.10000000e+01 1.17310000e+04 7.89515000e+04 3.02298000e+05 ... 3.83277109e+09 5.74037956e+09 7.79969370e+09 1.17993109e+10 2.64747292e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1836 26.2%
 
15308661 337 4.8%
 
256 3 < 0.1%
 
42 2 < 0.1%
 
9300 2 < 0.1%
 
7692 2 < 0.1%
 
2181828 1 < 0.1%
 
9231042 1 < 0.1%
 
28936126 1 < 0.1%
 
14820033 1 < 0.1%
 
Other values (4826) 4826 68.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1836 26.2%
 
42 2 < 0.1%
 
152 1 < 0.1%
 
256 3 < 0.1%
 
1174 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2.64747292e+10 1 < 0.1%
 
2.059998266e+10 1 < 0.1%
 
1.79927137e+10 1 < 0.1%
 
1.349563329e+10 1 < 0.1%
 
1.199111639e+10 1 < 0.1%
 

DATA_USED_4MONTH
Numeric

Distinct count4108
Unique (%)58.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean503544562.6
Minimum0
Maximum3.60444239e+10
Zeros (%)36.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median8128130
Q3515732100
95-th percentile2588400760
Maximum3.60444239e+10
Range3.60444239e+10
Interquartile range515732100

Descriptive statistics

Standard deviation1215353882
Coef of variation2.413597469
Kurtosis182.5311718
Mean503544562.6
MAD688283509.6
Skewness9.001615056
Sum3.530854473e+12
Variance1.477085058e+18
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 1.00500000e+02 4.04415000e+04 2.00391000e+05 2.03713000e+05 ... 3.18157369e+09 4.18028339e+09 5.51651456e+09 8.91324245e+09 3.60444239e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2565 36.6%
 
201962 337 4.8%
 
7692 3 < 0.1%
 
256 2 < 0.1%
 
9300 2 < 0.1%
 
823341719 1 < 0.1%
 
20609686 1 < 0.1%
 
8003523219 1 < 0.1%
 
14727826 1 < 0.1%
 
1708755600 1 < 0.1%
 
Other values (4098) 4098 58.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2565 36.6%
 
201 1 < 0.1%
 
256 2 < 0.1%
 
341 1 < 0.1%
 
1388 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3.60444239e+10 1 < 0.1%
 
3.076611028e+10 1 < 0.1%
 
1.875855559e+10 1 < 0.1%
 
1.624075422e+10 1 < 0.1%
 
1.384084473e+10 1 < 0.1%
 

DATA_USED_5MONTH
Numeric

Distinct count3584
Unique (%)51.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean449578681
Minimum0
Maximum4.017874165e+10
Zeros (%)48.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median55881.5
Q3333442056
95-th percentile2407999717
Maximum4.017874165e+10
Range4.017874165e+10
Interquartile range333442056

Descriptive statistics

Standard deviation1211569549
Coef of variation2.694899914
Kurtosis233.6985615
Mean449578681
MAD644055451.3
Skewness10.2732468
Sum3.152445711e+12
Variance1.467900772e+18
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.00000000e+01 6.74825000e+04 1.24908500e+05 4.35046500e+05 ... 3.72005980e+09 4.63987048e+09 8.03129452e+09 1.21121264e+10 4.01787416e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3428 48.9%
 
341 2 < 0.1%
 
28832263 1 < 0.1%
 
1424843449 1 < 0.1%
 
183513709 1 < 0.1%
 
2455576652 1 < 0.1%
 
472040113 1 < 0.1%
 
388128668 1 < 0.1%
 
13938097 1 < 0.1%
 
230451884 1 < 0.1%
 
Other values (3574) 3574 51.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3428 48.9%
 
40 1 < 0.1%
 
215 1 < 0.1%
 
319 1 < 0.1%
 
341 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4.017874165e+10 1 < 0.1%
 
2.88316493e+10 1 < 0.1%
 
1.878692998e+10 1 < 0.1%
 
1.687479226e+10 1 < 0.1%
 
1.622171711e+10 1 < 0.1%
 

DATA_USED_6MONTH
Numeric

Distinct count3131
Unique (%)44.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean410242232.1
Minimum0
Maximum3.644324387e+10
Zeros (%)55.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3186919394.8
95-th percentile2383473196
Maximum3.644324387e+10
Range3.644324387e+10
Interquartile range186919394.8

Descriptive statistics

Standard deviation1102518594
Coef of variation2.68748195
Kurtosis195.8035281
Mean410242232.1
MAD610863720.8
Skewness8.847624786
Sum2.876618531e+12
Variance1.215547249e+18
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.10000000e+01 3.30000000e+03 1.36443000e+05 5.72555000e+05 ... 3.35802613e+09 4.25768316e+09 7.43358659e+09 1.22016549e+10 3.64432439e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3879 55.3%
 
7692 4 0.1%
 
64545401 1 < 0.1%
 
681391008 1 < 0.1%
 
497072774 1 < 0.1%
 
62083 1 < 0.1%
 
2406095490 1 < 0.1%
 
303442560 1 < 0.1%
 
497583188 1 < 0.1%
 
152953469 1 < 0.1%
 
Other values (3121) 3121 44.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3879 55.3%
 
42 1 < 0.1%
 
366 1 < 0.1%
 
408 1 < 0.1%
 
426 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3.644324387e+10 1 < 0.1%
 
2.130423684e+10 1 < 0.1%
 
1.266471804e+10 1 < 0.1%
 
1.173859174e+10 1 < 0.1%
 
1.167775196e+10 1 < 0.1%
 

DATA_USED_7MONTH
Numeric

Distinct count2660
Unique (%)37.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean344746648
Minimum0
Maximum2.577598542e+10
Zeros (%)62.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q338764058
95-th percentile2177337379
Maximum2.577598542e+10
Range2.577598542e+10
Interquartile range38764058

Descriptive statistics

Standard deviation989648340.2
Coef of variation2.870653989
Kurtosis94.5024934
Mean344746648
MAD536531834
Skewness6.667317145
Sum2.417363496e+12
Variance9.794038373e+17
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.10000000e+01 8.07650000e+03 1.22013500e+05 5.32933500e+05 ... 3.92525121e+09 4.95640160e+09 7.29027780e+09 1.06142286e+10 2.57759854e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4352 62.1%
 
8068 2 < 0.1%
 
1716861626 1 < 0.1%
 
115215060 1 < 0.1%
 
6304467 1 < 0.1%
 
369691344 1 < 0.1%
 
355984077 1 < 0.1%
 
190972415 1 < 0.1%
 
4113093 1 < 0.1%
 
34243265 1 < 0.1%
 
Other values (2650) 2650 37.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4352 62.1%
 
42 1 < 0.1%
 
487 1 < 0.1%
 
648 1 < 0.1%
 
1258 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2.577598542e+10 1 < 0.1%
 
1.781011169e+10 1 < 0.1%
 
1.116634736e+10 1 < 0.1%
 
1.006210984e+10 1 < 0.1%
 
1.005123898e+10 1 < 0.1%
 

DATA_USED_8MONTH
Numeric

Distinct count2130
Unique (%)30.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean267390469.3
Minimum0
Maximum1.830190962e+10
Zeros (%)69.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q311421770.5
95-th percentile1764881208
Maximum1.830190962e+10
Range1.830190962e+10
Interquartile range11421770.5

Descriptive statistics

Standard deviation853622783.7
Coef of variation3.192420381
Kurtosis65.29652467
Mean267390469.3
MAD436887204.6
Skewness6.13143598
Sum1.874941971e+12
Variance7.286718568e+17
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 1.30000000e+01 8.94200000e+03 1.22239500e+05 5.12430500e+05 ... 2.88210210e+09 4.11888737e+09 5.78469095e+09 8.92081952e+09 1.83019096e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4883 69.6%
 
12458666 1 < 0.1%
 
15569543 1 < 0.1%
 
888013449 1 < 0.1%
 
1570405006 1 < 0.1%
 
13214353 1 < 0.1%
 
352701080 1 < 0.1%
 
370147993 1 < 0.1%
 
20495002 1 < 0.1%
 
3072940702 1 < 0.1%
 
Other values (2120) 2120 30.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4883 69.6%
 
26 1 < 0.1%
 
279 1 < 0.1%
 
296 1 < 0.1%
 
354 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.830190962e+10 1 < 0.1%
 
1.54523414e+10 1 < 0.1%
 
9096273035 1 < 0.1%
 
8745366005 1 < 0.1%
 
8654215111 1 < 0.1%
 

DATA_USED_9MONTH
Numeric

Distinct count1637
Unique (%)23.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean194777689.3
Minimum0
Maximum1.074073515e+10
Zeros (%)76.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1419833054
Maximum1.074073515e+10
Range1.074073515e+10
Interquartile range0

Descriptive statistics

Standard deviation701721953.3
Coef of variation3.602681373
Kurtosis45.45505321
Mean194777689.3
MAD332960193
Skewness5.77900518
Sum1.365781158e+12
Variance4.924136997e+17
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.35500000e+02 7.82045000e+04 6.10169500e+05 3.31591400e+06 ... 1.84521547e+09 3.03281515e+09 3.85397062e+09 5.91471565e+09 1.07407352e+10], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 5375 76.7%
 
471 2 < 0.1%
 
2936765054 1 < 0.1%
 
180881 1 < 0.1%
 
644156052 1 < 0.1%
 
742998685 1 < 0.1%
 
1488081571 1 < 0.1%
 
408332968 1 < 0.1%
 
15923882 1 < 0.1%
 
1422127787 1 < 0.1%
 
Other values (1627) 1627 23.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5375 76.7%
 
471 2 < 0.1%
 
1136 1 < 0.1%
 
1792 1 < 0.1%
 
1805 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.074073515e+10 1 < 0.1%
 
9849467899 1 < 0.1%
 
8591046843 1 < 0.1%
 
8300443197 1 < 0.1%
 
8175451926 1 < 0.1%
 

Disconnect_Reason
Numeric

Distinct count28
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean13.35867085
Minimum1
Maximum28
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median20
Q320
95-th percentile23
Maximum28
Range27
Interquartile range19

Descriptive statistics

Standard deviation9.078925731
Coef of variation0.6796279235
Kurtosis-1.570192691
Mean13.35867085
MAD8.560591183
Skewness-0.4839594028
Sum93671
Variance82.42689243
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=28)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 4.5 5.5 6.5 ... 23.5 24.5 25.5 27.5 28. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20 3616 51.6%
 
1 2151 30.7%
 
23 331 4.7%
 
11 188 2.7%
 
28 109 1.6%
 
5 101 1.4%
 
6 57 0.8%
 
18 53 0.8%
 
16 53 0.8%
 
2 52 0.7%
 
Other values (18) 301 4.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2151 30.7%
 
2 52 0.7%
 
3 44 0.6%
 
4 32 0.5%
 
5 101 1.4%
 

Maximum 5 values

ValueCountFrequency (%) 
28 109 1.6%
 
27 3 < 0.1%
 
26 2 < 0.1%
 
25 16 0.2%
 
24 1 < 0.1%
 

DISCONNECT_REASON_NAME
Categorical

Distinct count28
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
NON-PAYMENT
3616
0
2151
PORT OUT (# ported to other carrier)
 
331
Other values (25)
914
ValueCountFrequency (%) 
NON-PAYMENT 3616 51.6%
 
0 2151 30.7%
 
PORT OUT (# ported to other carrier) 331 4.7%
 
FINANCIAL HARDSHIP 188 2.7%
 
TRANSFER 109 1.6%
 
BROKEN PHONE/HANDSET 101 1.4%
 
CHILD PUNISHMENT 57 0.8%
 
MOVING OUT OF AREA 53 0.8%
 
LOST OR STOLEN PHONE 53 0.8%
 
BILL CYCLE CHANGE 52 0.7%
 
Other values (18) 301 4.3%
 
Max length38
Mean length9.723331432
Min length1
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

DISTINCT_FEATURE_COUNT
Numeric

Distinct count30
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean11.04335425
Minimum2
Maximum32
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile11
Q111
Median11
Q311
95-th percentile11
Maximum32
Range30
Interquartile range0

Descriptive statistics

Standard deviation1.318316176
Coef of variation0.1193764273
Kurtosis69.71901354
Mean11.04335425
MAD0.3136199731
Skewness5.401293474
Sum77436
Variance1.737957539
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=30)
Histogram
Histogram with variable size bins (bins=[ 2. 5.5 7.5 10.5 11.5 14.5 17.5 21.5 32. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
11 6478 92.4%
 
10 83 1.2%
 
9 71 1.0%
 
8 69 1.0%
 
12 52 0.7%
 
13 42 0.6%
 
14 34 0.5%
 
7 25 0.4%
 
15 24 0.3%
 
6 22 0.3%
 
Other values (20) 112 1.6%
 

Minimum 5 values

ValueCountFrequency (%) 
2 6 0.1%
 
3 2 < 0.1%
 
4 4 0.1%
 
5 11 0.2%
 
6 22 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
32 1 < 0.1%
 
31 1 < 0.1%
 
29 1 < 0.1%
 
28 3 < 0.1%
 
27 2 < 0.1%
 

DROP_CALLS_10MONTH
Constant

This variable is constant and should be ignored for analysis

Constant value0

DROP_CALLS_11MONTH
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7009
1
 
2
3
 
1
ValueCountFrequency (%) 
0 7009 > 99.9%
 
1 2 < 0.1%
 
3 1 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

DROP_CALLS_12MONTH
Highly correlated

This variable is highly correlated with DROP_CALLS_11MONTH and should be ignored for analysis

Correlation0.9021720876

DROP_CALLS_1MONTH
Numeric

Distinct count14
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.05818596691
Minimum0
Maximum25
Zeros (%)98.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum25
Range25
Interquartile range0

Descriptive statistics

Standard deviation0.6550398326
Coef of variation11.25769438
Kurtosis512.2132614
Mean0.05818596691
MAD0.1148118993
Skewness19.21325623
Sum408
Variance0.4290771824
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=14)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 5.5 7. 25. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6918 98.7%
 
3 38 0.5%
 
2 22 0.3%
 
6 18 0.3%
 
1 3 < 0.1%
 
15 2 < 0.1%
 
9 2 < 0.1%
 
5 2 < 0.1%
 
4 2 < 0.1%
 
18 1 < 0.1%
 
Other values (4) 4 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6918 98.7%
 
1 3 < 0.1%
 
2 22 0.3%
 
3 38 0.5%
 
4 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
25 1 < 0.1%
 
18 1 < 0.1%
 
15 2 < 0.1%
 
12 1 < 0.1%
 
10 1 < 0.1%
 

DROP_CALLS_1MONTH_TO_DEACT
Numeric

Distinct count9
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.02481460354
Minimum0
Maximum18
Zeros (%)99.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum18
Range18
Interquartile range0

Descriptive statistics

Standard deviation0.3971231339
Coef of variation16.00360583
Kurtosis848.1512323
Mean0.02481460354
MAD0.04931778592
Skewness25.20824484
Sum174
Variance0.1577067835
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 7.5 18. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6968 99.4%
 
3 13 0.2%
 
2 12 0.2%
 
6 6 0.1%
 
4 6 0.1%
 
1 3 < 0.1%
 
9 2 < 0.1%
 
18 1 < 0.1%
 
12 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6968 99.4%
 
1 3 < 0.1%
 
2 12 0.2%
 
3 13 0.2%
 
4 6 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
18 1 < 0.1%
 
12 1 < 0.1%
 
9 2 < 0.1%
 
6 6 0.1%
 
4 6 0.1%
 

DROP_CALLS_2MONTH
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.006988020536
Minimum0
Maximum30
Zeros (%)99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum30
Range30
Interquartile range0

Descriptive statistics

Standard deviation0.3904175243
Coef of variation55.86954449
Kurtosis5098.437317
Mean0.006988020536
MAD0.01396806843
Skewness69.03942082
Sum49
Variance0.1524258432
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[ 0. 1.5 30. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7008 99.9%
 
3 1 < 0.1%
 
30 1 < 0.1%
 
12 1 < 0.1%
 
4 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7008 99.9%
 
3 1 < 0.1%
 
4 1 < 0.1%
 
12 1 < 0.1%
 
30 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
30 1 < 0.1%
 
12 1 < 0.1%
 
4 1 < 0.1%
 
3 1 < 0.1%
 
0 7008 99.9%
 

DROP_CALLS_2MONTHS_TO_DEACT
Constant

This variable is constant and should be ignored for analysis

Constant value0

DROP_CALLS_3MONTH
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
7009
3
 
1
6
 
1
ValueCountFrequency (%) 
0 7009 > 99.9%
 
3 1 < 0.1%
 
6 1 < 0.1%
 
2 1 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

DROP_CALLS_3MONTHS_TO_DEACT
Constant

This variable is constant and should be ignored for analysis

Constant value0

DROP_CALLS_4MONTH
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7010
3
 
1
4
 
1
ValueCountFrequency (%) 
0 7010 > 99.9%
 
3 1 < 0.1%
 
4 1 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

DROP_CALLS_5MONTH
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7011
2
 
1
ValueCountFrequency (%) 
0 7011 > 99.9%
 
2 1 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

DROP_CALLS_6MONTH
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
7008
1
 
2
11
 
1
ValueCountFrequency (%) 
0 7008 99.9%
 
1 2 < 0.1%
 
11 1 < 0.1%
 
3 1 < 0.1%
 
Max length2
Mean length1.000142613
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

DROP_CALLS_7MONTH
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.004563605248
Minimum0
Maximum15
Zeros (%)99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum15
Range15
Interquartile range0

Descriptive statistics

Standard deviation0.2169056529
Coef of variation47.5294512
Kurtosis3605.924915
Mean0.004563605248
MAD0.009120702217
Skewness57.42580919
Sum32
Variance0.04704806228
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 15. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7007 99.9%
 
15 1 < 0.1%
 
6 1 < 0.1%
 
2 1 < 0.1%
 
1 1 < 0.1%
 
8 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7007 99.9%
 
1 1 < 0.1%
 
2 1 < 0.1%
 
6 1 < 0.1%
 
8 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
15 1 < 0.1%
 
8 1 < 0.1%
 
6 1 < 0.1%
 
2 1 < 0.1%
 
1 1 < 0.1%
 

DROP_CALLS_8MONTH
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7008
2
 
3
3
 
1
ValueCountFrequency (%) 
0 7008 99.9%
 
2 3 < 0.1%
 
3 1 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

DROP_CALLS_9MONTH
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7009
1
 
2
2
 
1
ValueCountFrequency (%) 
0 7009 > 99.9%
 
1 2 < 0.1%
 
2 1 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

EBILL
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
N
7010
Y
 
2
ValueCountFrequency (%) 
N 7010 > 99.9%
 
Y 2 < 0.1%
 

ebilling
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7010
1
 
2
ValueCountFrequency (%) 
0 7010 > 99.9%
 
1 2 < 0.1%
 

ETHNICITY
Categorical

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Hispanic
2809
White
2319
African_American
1451
Other values (2)
 
433
ValueCountFrequency (%) 
Hispanic 2809 40.1%
 
White 2319 33.1%
 
African_American 1451 20.7%
 
Unknown 269 3.8%
 
Other 164 2.3%
 
Max length16
Mean length8.554763263
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

farmer_occ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6998
1
 
14
ValueCountFrequency (%) 
0 6998 99.8%
 
1 14 0.2%
 

fbnp
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6989
1
 
23
ValueCountFrequency (%) 
0 6989 99.7%
 
1 23 0.3%
 

FBNP_FLAG
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
N
6989
Y
 
23
ValueCountFrequency (%) 
N 6989 99.7%
 
Y 23 0.3%
 

GROSS_ADDS_COUNT
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
6998
0
 
14
ValueCountFrequency (%) 
1 6998 99.8%
 
0 14 0.2%
 

hh_income
Numeric

Distinct count10
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean32747.21905
Minimum14000
Maximum130000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum14000
5-th percentile14000
Q114000
Median25000
Q345000
95-th percentile87000
Maximum130000
Range116000
Interquartile range31000

Descriptive statistics

Standard deviation23615.20768
Coef of variation0.7211362786
Kurtosis3.134449847
Mean32747.21905
MAD18027.28041
Skewness1.720284917
Sum229623500
Variance557678033.9
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 14000. 15750. 30000. 40000. 50000. 58500. 74500. 99750. 121250. 130000.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
14000 2277 32.5%
 
25000 1119 16.0%
 
35000 931 13.3%
 
62000 860 12.3%
 
17500 777 11.1%
 
45000 630 9.0%
 
87000 244 3.5%
 
112500 106 1.5%
 
130000 67 1.0%
 
55000 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
14000 2277 32.5%
 
17500 777 11.1%
 
25000 1119 16.0%
 
35000 931 13.3%
 
45000 630 9.0%
 

Maximum 5 values

ValueCountFrequency (%) 
130000 67 1.0%
 
112500 106 1.5%
 
87000 244 3.5%
 
62000 860 12.3%
 
55000 1 < 0.1%
 

hotline
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6841
1
 
171
ValueCountFrequency (%) 
0 6841 97.6%
 
1 171 2.4%
 

HOTLINE_FLAG
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
N
6841
Y
 
171
ValueCountFrequency (%) 
N 6841 97.6%
 
Y 171 2.4%
 

management_occ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4353
1
2659
ValueCountFrequency (%) 
0 4353 62.1%
 
1 2659 37.9%
 

MESSAGES_SENT_10MONTH
Numeric

Distinct count588
Unique (%)8.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean69.38690816
Minimum0
Maximum6182
Zeros (%)84.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile377.45
Maximum6182
Range6182
Interquartile range0

Descriptive statistics

Standard deviation338.7744589
Coef of variation4.882397384
Kurtosis101.9254188
Mean69.38690816
MAD121.8586498
Skewness8.856182918
Sum486541
Variance114768.134
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 1.6500e+01 7.5500e+01 ... 6.2650e+02 9.2500e+02 2.0415e+03 2.8620e+03 6.1820e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 5932 84.6%
 
1 33 0.5%
 
2 19 0.3%
 
5 15 0.2%
 
6 12 0.2%
 
3 10 0.1%
 
9 10 0.1%
 
11 9 0.1%
 
20 9 0.1%
 
13 9 0.1%
 
Other values (578) 954 13.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5932 84.6%
 
1 33 0.5%
 
2 19 0.3%
 
3 10 0.1%
 
4 8 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6182 1 < 0.1%
 
5580 1 < 0.1%
 
5444 1 < 0.1%
 
5388 1 < 0.1%
 
5216 1 < 0.1%
 

MESSAGES_SENT_11MONTH
Numeric

Distinct count451
Unique (%)6.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean46.98302909
Minimum0
Maximum6843
Zeros (%)88.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile198
Maximum6843
Range6843
Interquartile range0

Descriptive statistics

Standard deviation280.2966232
Coef of variation5.96591213
Kurtosis200.8655574
Mean46.98302909
MAD85.23749955
Skewness12.02461236
Sum329445
Variance78566.19697
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 2.7500e+01 1.1250e+02 ... 5.1600e+02 9.6800e+02 1.7775e+03 4.1080e+03 6.8430e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6204 88.5%
 
1 23 0.3%
 
2 17 0.2%
 
3 13 0.2%
 
6 11 0.2%
 
8 10 0.1%
 
16 10 0.1%
 
4 8 0.1%
 
12 8 0.1%
 
20 7 0.1%
 
Other values (441) 701 10.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6204 88.5%
 
1 23 0.3%
 
2 17 0.2%
 
3 13 0.2%
 
4 8 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6843 1 < 0.1%
 
6592 1 < 0.1%
 
6087 1 < 0.1%
 
5695 1 < 0.1%
 
4219 1 < 0.1%
 

MESSAGES_SENT_12MONTH
Numeric

Distinct count390
Unique (%)5.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean44.59383913
Minimum0
Maximum8690
Zeros (%)91.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile105.8
Maximum8690
Range8690
Interquartile range0

Descriptive statistics

Standard deviation309.8404468
Coef of variation6.948054996
Kurtosis213.3844693
Mean44.59383913
MAD83.00001578
Skewness12.59188668
Sum312692
Variance96001.10245
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 2.500e+00 3.450e+01 1.925e+02 4.510e+02 8.305e+02 1.530e+03 3.575e+03 8.690e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6415 91.5%
 
1 23 0.3%
 
2 12 0.2%
 
11 8 0.1%
 
14 8 0.1%
 
58 5 0.1%
 
17 5 0.1%
 
13 5 0.1%
 
98 5 0.1%
 
12 5 0.1%
 
Other values (380) 521 7.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6415 91.5%
 
1 23 0.3%
 
2 12 0.2%
 
3 3 < 0.1%
 
4 5 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
8690 1 < 0.1%
 
6212 1 < 0.1%
 
5928 1 < 0.1%
 
5782 1 < 0.1%
 
5462 1 < 0.1%
 

MESSAGES_SENT_1MONTH
Numeric

Distinct count1997
Unique (%)28.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean664.1374786
Minimum0
Maximum12184
Zeros (%)3.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q179
Median271
Q3782.25
95-th percentile2725.45
Maximum12184
Range12184
Interquartile range703.25

Descriptive statistics

Standard deviation1028.110026
Coef of variation1.548037958
Kurtosis16.0474447
Mean664.1374786
MAD666.5439117
Skewness3.313418826
Sum4656932
Variance1057010.226
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 3.5000e+00 8.5000e+00 ... 2.6440e+03 3.7090e+03 5.6885e+03 7.3155e+03 1.2184e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
271 778 11.1%
 
0 219 3.1%
 
1 138 2.0%
 
2 92 1.3%
 
3 76 1.1%
 
4 55 0.8%
 
6 43 0.6%
 
8 42 0.6%
 
5 41 0.6%
 
7 40 0.6%
 
Other values (1987) 5488 78.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 219 3.1%
 
1 138 2.0%
 
2 92 1.3%
 
3 76 1.1%
 
4 55 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
12184 1 < 0.1%
 
10485 1 < 0.1%
 
10423 1 < 0.1%
 
9899 1 < 0.1%
 
9346 1 < 0.1%
 

MESSAGES_SENT_2MONTH
Numeric

Distinct count1874
Unique (%)26.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean574.9261266
Minimum0
Maximum11339
Zeros (%)11.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q141
Median182
Q3674.25
95-th percentile2460.8
Maximum11339
Range11339
Interquartile range633.25

Descriptive statistics

Standard deviation940.2302327
Coef of variation1.635393121
Kurtosis16.00755582
Mean574.9261266
MAD607.1503063
Skewness3.312661351
Sum4031382
Variance884032.8906
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 4.5000e+00 1.2500e+01 ... 2.6005e+03 3.3570e+03 4.7150e+03 6.2540e+03 1.1339e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 783 11.2%
 
182 775 11.1%
 
1 109 1.6%
 
2 88 1.3%
 
3 57 0.8%
 
4 53 0.8%
 
5 37 0.5%
 
7 34 0.5%
 
12 32 0.5%
 
6 31 0.4%
 
Other values (1864) 5013 71.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 783 11.2%
 
1 109 1.6%
 
2 88 1.3%
 
3 57 0.8%
 
4 53 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
11339 1 < 0.1%
 
10971 1 < 0.1%
 
9853 1 < 0.1%
 
8211 1 < 0.1%
 
8140 1 < 0.1%
 

MESSAGES_SENT_3MONTH
Numeric

Distinct count1676
Unique (%)23.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean448.6812607
Minimum0
Maximum11219
Zeros (%)25.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median58
Q3509.25
95-th percentile2154.9
Maximum11219
Range11219
Interquartile range509.25

Descriptive statistics

Standard deviation853.2071846
Coef of variation1.901588632
Kurtosis17.10451139
Mean448.6812607
MAD539.2740672
Skewness3.489866094
Sum3146153
Variance727962.4999
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 6.5000e+00 1.7500e+01 ... 3.2535e+03 4.0245e+03 5.5355e+03 7.7830e+03 1.1219e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1792 25.6%
 
52 782 11.2%
 
1 103 1.5%
 
2 68 1.0%
 
3 46 0.7%
 
4 45 0.6%
 
5 34 0.5%
 
6 31 0.4%
 
10 26 0.4%
 
8 25 0.4%
 
Other values (1666) 4060 57.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1792 25.6%
 
1 103 1.5%
 
2 68 1.0%
 
3 46 0.7%
 
4 45 0.6%
 

Maximum 5 values

ValueCountFrequency (%) 
11219 1 < 0.1%
 
7795 1 < 0.1%
 
7771 1 < 0.1%
 
7534 1 < 0.1%
 
7514 1 < 0.1%
 

MESSAGES_SENT_4MONTH
Numeric

Distinct count1538
Unique (%)21.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean368.3893326
Minimum0
Maximum8532
Zeros (%)35.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median7
Q3380
95-th percentile1905.45
Maximum8532
Range8532
Interquartile range380

Descriptive statistics

Standard deviation773.2982339
Coef of variation2.099133079
Kurtosis17.20015051
Mean368.3893326
MAD478.0815862
Skewness3.605769663
Sum2583146
Variance597990.1585
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 8.5000e+00 ... 1.9545e+03 2.5970e+03 4.4285e+03 5.5965e+03 8.5320e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2462 35.1%
 
1 852 12.2%
 
2 56 0.8%
 
7 32 0.5%
 
5 31 0.4%
 
3 31 0.4%
 
4 29 0.4%
 
8 19 0.3%
 
10 19 0.3%
 
24 18 0.3%
 
Other values (1528) 3463 49.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2462 35.1%
 
1 852 12.2%
 
2 56 0.8%
 
3 31 0.4%
 
4 29 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
8532 1 < 0.1%
 
8284 1 < 0.1%
 
7738 1 < 0.1%
 
6591 1 < 0.1%
 
6586 1 < 0.1%
 

MESSAGES_SENT_5MONTH
Numeric

Distinct count1350
Unique (%)19.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean298.1668568
Minimum0
Maximum7915
Zeros (%)52.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3248.25
95-th percentile1666
Maximum7915
Range7915
Interquartile range248.25

Descriptive statistics

Standard deviation702.1111538
Coef of variation2.354759215
Kurtosis23.8781278
Mean298.1668568
MAD409.5541532
Skewness4.190392239
Sum2090746
Variance492960.0723
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 5.5000e+00 2.8500e+01 ... 1.7355e+03 2.1315e+03 2.8370e+03 4.4715e+03 7.9150e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3703 52.8%
 
1 69 1.0%
 
2 50 0.7%
 
3 34 0.5%
 
4 33 0.5%
 
5 30 0.4%
 
6 18 0.3%
 
23 17 0.2%
 
7 16 0.2%
 
9 16 0.2%
 
Other values (1340) 3026 43.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3703 52.8%
 
1 69 1.0%
 
2 50 0.7%
 
3 34 0.5%
 
4 33 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
7915 1 < 0.1%
 
7856 1 < 0.1%
 
7616 1 < 0.1%
 
6775 1 < 0.1%
 
6718 1 < 0.1%
 

MESSAGES_SENT_6MONTH
Numeric

Distinct count1179
Unique (%)16.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean233.6339133
Minimum0
Maximum7228
Zeros (%)58.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3143
95-th percentile1410.7
Maximum7228
Range7228
Interquartile range143

Descriptive statistics

Standard deviation614.7985214
Coef of variation2.631460959
Kurtosis27.20245878
Mean233.6339133
MAD338.1931523
Skewness4.552548692
Sum1638241
Variance377977.222
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 6.5000e+00 4.0500e+01 ... 1.5375e+03 2.0430e+03 3.1495e+03 4.7405e+03 7.2280e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4122 58.8%
 
1 59 0.8%
 
2 45 0.6%
 
3 41 0.6%
 
6 28 0.4%
 
4 22 0.3%
 
5 20 0.3%
 
24 18 0.3%
 
12 17 0.2%
 
29 16 0.2%
 
Other values (1169) 2624 37.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4122 58.8%
 
1 59 0.8%
 
2 45 0.6%
 
3 41 0.6%
 
4 22 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
7228 1 < 0.1%
 
7194 1 < 0.1%
 
6175 1 < 0.1%
 
6084 1 < 0.1%
 
5878 1 < 0.1%
 

MESSAGES_SENT_7MONTH
Numeric

Distinct count1003
Unique (%)14.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean174.0293782
Minimum0
Maximum7637
Zeros (%)66.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q352
95-th percentile1041.8
Maximum7637
Range7637
Interquartile range52

Descriptive statistics

Standard deviation537.8056282
Coef of variation3.090315174
Kurtosis43.06833909
Mean174.0293782
MAD267.1084815
Skewness5.663544005
Sum1220294
Variance289234.8937
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 1.2500e+01 4.2500e+01 ... 1.1645e+03 1.8045e+03 2.4325e+03 4.7635e+03 7.6370e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4654 66.4%
 
1 60 0.9%
 
2 38 0.5%
 
3 30 0.4%
 
6 21 0.3%
 
4 19 0.3%
 
17 17 0.2%
 
10 17 0.2%
 
5 16 0.2%
 
9 15 0.2%
 
Other values (993) 2125 30.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4654 66.4%
 
1 60 0.9%
 
2 38 0.5%
 
3 30 0.4%
 
4 19 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
7637 1 < 0.1%
 
7145 1 < 0.1%
 
6697 1 < 0.1%
 
6566 1 < 0.1%
 
6209 1 < 0.1%
 

MESSAGES_SENT_8MONTH
Highly correlated

This variable is highly correlated with MESSAGES_SENT_7MONTH and should be ignored for analysis

Correlation1

MESSAGES_SENT_9MONTH
Numeric

Distinct count839
Unique (%)12.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean127.0330861
Minimum0
Maximum10893
Zeros (%)73.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q33
95-th percentile791.9
Maximum10893
Range10893
Interquartile range3

Descriptive statistics

Standard deviation459.6003443
Coef of variation3.617957795
Kurtosis88.06280861
Mean127.0330861
MAD205.1806804
Skewness7.465939323
Sum890756
Variance211232.4764
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 1.1500e+01 5.8500e+01 ... 1.1035e+03 1.3260e+03 2.1525e+03 4.9655e+03 1.0893e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 5147 73.4%
 
1 47 0.7%
 
2 37 0.5%
 
3 31 0.4%
 
4 23 0.3%
 
11 19 0.3%
 
8 16 0.2%
 
6 15 0.2%
 
7 13 0.2%
 
5 12 0.2%
 
Other values (829) 1652 23.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5147 73.4%
 
1 47 0.7%
 
2 37 0.5%
 
3 31 0.4%
 
4 23 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
10893 1 < 0.1%
 
6806 1 < 0.1%
 
6079 1 < 0.1%
 
5575 1 < 0.1%
 
5541 1 < 0.1%
 

never_before_cricket
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6314
1
 
698
ValueCountFrequency (%) 
0 6314 90.0%
 
1 698 10.0%
 

Num_Adults_in_LU
Numeric

Distinct count8
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.856103822
Minimum1
Maximum8
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile5
Maximum8
Range7
Interquartile range2

Descriptive statistics

Standard deviation1.358019691
Coef of variation0.4754798059
Kurtosis0.1757026015
Mean2.856103822
MAD1.08756381
Skewness0.7282440514
Sum20027
Variance1.844217481
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=8)
Histogram
Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5.5 6.5 7.5 8. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 2314 33.0%
 
3 1720 24.5%
 
4 1085 15.5%
 
1 987 14.1%
 
5 612 8.7%
 
6 215 3.1%
 
7 70 1.0%
 
8 9 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 987 14.1%
 
2 2314 33.0%
 
3 1720 24.5%
 
4 1085 15.5%
 
5 612 8.7%
 

Maximum 5 values

ValueCountFrequency (%) 
8 9 0.1%
 
7 70 1.0%
 
6 215 3.1%
 
5 612 8.7%
 
4 1085 15.5%
 

NUM_DROPPED_CALLS
Numeric

Distinct count232
Unique (%)3.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean11.14403879
Minimum0
Maximum5759
Zeros (%)84.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile44.45
Maximum5759
Range5759
Interquartile range0

Descriptive statistics

Standard deviation93.0012051
Coef of variation8.345377008
Kurtosis2154.598891
Mean11.14403879
MAD19.30004167
Skewness38.57224558
Sum78142
Variance8649.224151
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 3.5000e+00 5.5000e+00 ... 2.2750e+02 4.4850e+02 7.4300e+02 1.8545e+03 5.7590e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 5904 84.2%
 
3 72 1.0%
 
6 61 0.9%
 
12 33 0.5%
 
9 33 0.5%
 
8 30 0.4%
 
20 28 0.4%
 
17 27 0.4%
 
4 26 0.4%
 
2 26 0.4%
 
Other values (222) 772 11.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5904 84.2%
 
1 15 0.2%
 
2 26 0.4%
 
3 72 1.0%
 
4 26 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
5759 1 < 0.1%
 
1981 1 < 0.1%
 
1728 1 < 0.1%
 
1447 1 < 0.1%
 
1326 1 < 0.1%
 

NUM_IVR_CALLS
Numeric

Distinct count117
Unique (%)1.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.346548774
Minimum0
Maximum335
Zeros (%)28.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median3
Q311
95-th percentile38.45
Maximum335
Range335
Interquartile range11

Descriptive statistics

Standard deviation16.46465458
Coef of variation1.761575848
Kurtosis45.67141258
Mean9.346548774
MAD10.0408017
Skewness4.826216872
Sum65538
Variance271.0848504
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 69.5 86.5 121.5 177. 335. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2024 28.9%
 
1 660 9.4%
 
2 501 7.1%
 
3 396 5.6%
 
4 328 4.7%
 
5 267 3.8%
 
6 258 3.7%
 
7 222 3.2%
 
9 176 2.5%
 
8 166 2.4%
 
Other values (107) 2014 28.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2024 28.9%
 
1 660 9.4%
 
2 501 7.1%
 
3 396 5.6%
 
4 328 4.7%
 

Maximum 5 values

ValueCountFrequency (%) 
335 1 < 0.1%
 
221 2 < 0.1%
 
178 1 < 0.1%
 
176 1 < 0.1%
 
174 1 < 0.1%
 

NUM_PAYMENTS
Numeric

Distinct count102
Unique (%)1.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean10.68953223
Minimum0
Maximum479
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile2
Q13
Median7
Q312
95-th percentile37
Maximum479
Range479
Interquartile range9

Descriptive statistics

Standard deviation13.98338925
Coef of variation1.308138556
Kurtosis187.6359258
Mean10.68953223
MAD8.037511808
Skewness7.784755273
Sum74955
Variance195.535175
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 55.5 66.5 91.5 110. 479. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 1160 16.5%
 
3 655 9.3%
 
4 454 6.5%
 
7 405 5.8%
 
5 394 5.6%
 
6 375 5.3%
 
8 374 5.3%
 
9 368 5.2%
 
10 314 4.5%
 
11 279 4.0%
 
Other values (92) 2234 31.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 13 0.2%
 
1 263 3.8%
 
2 1160 16.5%
 
3 655 9.3%
 
4 454 6.5%
 

Maximum 5 values

ValueCountFrequency (%) 
479 1 < 0.1%
 
113 1 < 0.1%
 
107 1 < 0.1%
 
102 2 < 0.1%
 
101 1 < 0.1%
 

Occupation
Numeric

Distinct count9
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.505134056
Minimum1
Maximum9
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median3
Q35
95-th percentile9
Maximum9
Range8
Interquartile range4

Descriptive statistics

Standard deviation2.790523707
Coef of variation0.7961246739
Kurtosis-0.6317240439
Mean3.505134056
MAD2.342282271
Skewness0.869238733
Sum24578
Variance7.787022561
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 2659 37.9%
 
3 1202 17.1%
 
9 746 10.6%
 
2 627 8.9%
 
8 482 6.9%
 
4 479 6.8%
 
6 460 6.6%
 
5 343 4.9%
 
7 14 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2659 37.9%
 
2 627 8.9%
 
3 1202 17.1%
 
4 479 6.8%
 
5 343 4.9%
 

Maximum 5 values

ValueCountFrequency (%) 
9 746 10.6%
 
8 482 6.9%
 
7 14 0.2%
 
6 460 6.6%
 
5 343 4.9%
 

officeadmin_occ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6669
1
 
343
ValueCountFrequency (%) 
0 6669 95.1%
 
1 343 4.9%
 

other_occ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6530
1
 
482
ValueCountFrequency (%) 
0 6530 93.1%
 
1 482 6.9%
 

PLAN_REVENUE_AMT
Numeric

Distinct count9
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean47.36380491
Minimum25
Maximum70
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum25
5-th percentile35
Q135
Median50
Q350
95-th percentile60
Maximum70
Range45
Interquartile range15

Descriptive statistics

Standard deviation9.164536133
Coef of variation0.1934923968
Kurtosis-0.4469437858
Mean47.36380491
MAD7.338912772
Skewness0.05273770121
Sum332115
Variance83.98872253
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[25. 32.5 40. 47.5 52.5 57.5 62.5 67.5 70. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
50 2464 35.1%
 
35 1630 23.2%
 
45 1183 16.9%
 
60 719 10.3%
 
55 572 8.2%
 
30 155 2.2%
 
70 151 2.2%
 
65 134 1.9%
 
25 4 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
25 4 0.1%
 
30 155 2.2%
 
35 1630 23.2%
 
45 1183 16.9%
 
50 2464 35.1%
 

Maximum 5 values

ValueCountFrequency (%) 
70 151 2.2%
 
65 134 1.9%
 
60 719 10.3%
 
55 572 8.2%
 
50 2464 35.1%
 

prev_rate_plan
Categorical

Distinct count49
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
True Rate $45
1549
Cricket All_In35 (35N)
1433
Muve Smart (MVADR5)
1373
Other values (46)
2657
ValueCountFrequency (%) 
True Rate $45 1549 22.1%
 
Cricket All_In35 (35N) 1433 20.4%
 
Muve Smart (MVADR5) 1373 19.6%
 
Smart (ADR5) 516 7.4%
 
Muve Smart (MVADR3) 511 7.3%
 
ADRSmartphone All_In (ADR1) 343 4.9%
 
All_In Broadband45 (BBPIA45A) 213 3.0%
 
Smart (IPHONE3) 127 1.8%
 
Muve Smart (MVADR4) 98 1.4%
 
Smart (ADR3) 93 1.3%
 
Other values (39) 756 10.8%
 
Max length36
Mean length18.74401027
Min length7
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

prev_rev_amt
Numeric

Distinct count10
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean47.229749
Minimum30
Maximum80
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum30
5-th percentile35
Q145
Median50
Q350
95-th percentile60
Maximum80
Range50
Interquartile range5

Descriptive statistics

Standard deviation8.968421711
Coef of variation0.189889252
Kurtosis-0.2936897529
Mean47.229749
MAD7.100125236
Skewness0.1763735576
Sum331175
Variance80.43258798
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[30. 32.5 37.5 42.5 47.5 52.5 57.5 62.5 75. 80. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
50 2026 28.9%
 
45 1771 25.3%
 
35 1524 21.7%
 
60 696 9.9%
 
55 567 8.1%
 
70 153 2.2%
 
65 139 2.0%
 
30 133 1.9%
 
40 2 < 0.1%
 
80 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
30 133 1.9%
 
35 1524 21.7%
 
40 2 < 0.1%
 
45 1771 25.3%
 
50 2026 28.9%
 

Maximum 5 values

ValueCountFrequency (%) 
80 1 < 0.1%
 
70 153 2.2%
 
65 139 2.0%
 
60 696 9.9%
 
55 567 8.1%
 

professinal_occ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
5810
1
1202
ValueCountFrequency (%) 
0 5810 82.9%
 
1 1202 17.1%
 

q
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
DISC
4460
ACTIVE
2351
30 DAY
 
171
ValueCountFrequency (%) 
DISC 4460 63.6%
 
ACTIVE 2351 33.5%
 
30 DAY 171 2.4%
 
PREPAY 30 0.4%
 
Max length6
Mean length4.727895037
Min length4
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

RATE_PLAN_NAME
Categorical

Distinct count45
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Muve Smart (MVADR5)
1743
Cricket All_In35 (35N)
1517
True Rate $45
936
Other values (42)
2816
ValueCountFrequency (%) 
Muve Smart (MVADR5) 1743 24.9%
 
Cricket All_In35 (35N) 1517 21.6%
 
True Rate $45 936 13.3%
 
Smart (ADR5) 516 7.4%
 
Muve Smart (MVADR3) 511 7.3%
 
ADRSmartphone All_In (ADR1) 339 4.8%
 
All_In Broadband45 (BBPIA45A) 243 3.5%
 
Smart (IPHONE3) 151 2.2%
 
Smart (ADR3) 99 1.4%
 
All_In Broadband65 (BBPIA65A) 94 1.3%
 
Other values (35) 863 12.3%
 
Max length36
Mean length19.4774672
Min length7
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Religious_Magazine
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7009
1
 
3
ValueCountFrequency (%) 
0 7009 > 99.9%
 
1 3 < 0.1%
 

retired_occ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6266
1
 
746
ValueCountFrequency (%) 
0 6266 89.4%
 
1 746 10.6%
 

RETURNS_COUNT
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
6989
0
 
23
ValueCountFrequency (%) 
1 6989 99.7%
 
0 23 0.3%
 

sales_occ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6533
1
 
479
ValueCountFrequency (%) 
0 6533 93.2%
 
1 479 6.8%
 

SERVICE_TYPE
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Voice Service
6528
Broadband Service
 
466
Unknown
 
18
ValueCountFrequency (%) 
Voice Service 6528 93.1%
 
Broadband Service 466 6.6%
 
Unknown 18 0.3%
 
Max length17
Mean length13.25042784
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

SMS_1MONTH_TO_DEACT
Numeric

Distinct count1460
Unique (%)20.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean337.8254421
Minimum0
Maximum11167
Zeros (%)54.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3269
95-th percentile1903.45
Maximum11167
Range11167
Interquartile range269

Descriptive statistics

Standard deviation801.0577277
Coef of variation2.371217877
Kurtosis22.48666406
Mean337.8254421
MAD475.7941373
Skewness4.033783839
Sum2368832
Variance641693.4831
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 4.5000e+00 8.5000e+00 ... 2.9840e+03 3.8250e+03 5.2000e+03 6.9500e+03 1.1167e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3788 54.0%
 
1 97 1.4%
 
2 69 1.0%
 
3 49 0.7%
 
4 42 0.6%
 
5 28 0.4%
 
8 25 0.4%
 
6 22 0.3%
 
7 22 0.3%
 
12 19 0.3%
 
Other values (1450) 2851 40.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3788 54.0%
 
1 97 1.4%
 
2 69 1.0%
 
3 49 0.7%
 
4 42 0.6%
 

Maximum 5 values

ValueCountFrequency (%) 
11167 1 < 0.1%
 
8634 1 < 0.1%
 
7546 1 < 0.1%
 
7537 1 < 0.1%
 
6985 1 < 0.1%
 

SMS_2MONTH_TO_DEACT
Numeric

Distinct count1582
Unique (%)22.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean389.4740445
Minimum0
Maximum9642
Zeros (%)45.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median10
Q3404.25
95-th percentile2015.15
Maximum9642
Range9642
Interquartile range404.25

Descriptive statistics

Standard deviation812.3853165
Coef of variation2.085852262
Kurtosis16.82190435
Mean389.4740445
MAD505.9680361
Skewness3.557903279
Sum2730992
Variance659969.9025
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 1.2500e+01 6.5500e+01 ... 2.7500e+03 3.6515e+03 5.4495e+03 6.5080e+03 9.6420e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3182 45.4%
 
1 73 1.0%
 
2 57 0.8%
 
3 42 0.6%
 
5 27 0.4%
 
8 25 0.4%
 
4 24 0.3%
 
10 24 0.3%
 
7 22 0.3%
 
6 22 0.3%
 
Other values (1572) 3514 50.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3182 45.4%
 
1 73 1.0%
 
2 57 0.8%
 
3 42 0.6%
 
4 24 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
9642 1 < 0.1%
 
8064 1 < 0.1%
 
8024 1 < 0.1%
 
6517 1 < 0.1%
 
6499 1 < 0.1%
 

SMS_3MONTH_TO_DEACT
Numeric

Distinct count1347
Unique (%)19.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean297.6496007
Minimum0
Maximum9749
Zeros (%)59.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3208
95-th percentile1708.8
Maximum9749
Range9749
Interquartile range208

Descriptive statistics

Standard deviation749.0499706
Coef of variation2.516549557
Kurtosis24.40975264
Mean297.6496007
MAD428.8362393
Skewness4.2685931
Sum2087119
Variance561075.8585
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 1.1500e+01 3.8500e+01 ... 2.3260e+03 3.1445e+03 5.1315e+03 6.6760e+03 9.7490e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4179 59.6%
 
1 61 0.9%
 
2 40 0.6%
 
4 27 0.4%
 
3 25 0.4%
 
8 19 0.3%
 
6 18 0.3%
 
5 17 0.2%
 
9 16 0.2%
 
7 15 0.2%
 
Other values (1337) 2595 37.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4179 59.6%
 
1 61 0.9%
 
2 40 0.6%
 
3 25 0.4%
 
4 27 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
9749 1 < 0.1%
 
8641 1 < 0.1%
 
8032 1 < 0.1%
 
6775 1 < 0.1%
 
6577 1 < 0.1%
 

SUB_ACTIVE_PHONE_COUNT
Numeric

Distinct count12
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.335282373
Minimum1
Maximum35
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median1
Q31
95-th percentile3
Maximum35
Range34
Interquartile range0

Descriptive statistics

Standard deviation0.9918187041
Coef of variation0.7427782499
Kurtosis475.8330685
Mean1.335282373
MAD0.5176507374
Skewness16.28422318
Sum9363
Variance0.9837043419
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=12)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 5.5 7.5 35. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 5413 77.2%
 
2 1163 16.6%
 
3 298 4.2%
 
4 92 1.3%
 
5 25 0.4%
 
6 10 0.1%
 
7 4 0.1%
 
35 2 < 0.1%
 
8 2 < 0.1%
 
26 1 < 0.1%
 
Other values (2) 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 5413 77.2%
 
2 1163 16.6%
 
3 298 4.2%
 
4 92 1.3%
 
5 25 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
35 2 < 0.1%
 
26 1 < 0.1%
 
24 1 < 0.1%
 
13 1 < 0.1%
 
8 2 < 0.1%
 

SUB_COMP_NAME
Categorical

Distinct count35
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
0
6977
Cricket
 
2
Chef Crespi
 
1
Other values (32)
 
32
ValueCountFrequency (%) 
0 6977 99.5%
 
Cricket 2 < 0.1%
 
Chef Crespi 1 < 0.1%
 
BTOP - Whipple 1 < 0.1%
 
IRC 1 < 0.1%
 
A & J PROFESSIONAL CLEANING 1 < 0.1%
 
munoz multi media 1 < 0.1%
 
BTOP - Thomas 1 < 0.1%
 
Bulldog Recovery Co. 1 < 0.1%
 
BRITNEY SPARKS 1 < 0.1%
 
Other values (25) 25 0.4%
 
Max length30
Mean length1.074871649
Min length1
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

SUB_DISC_REASON
Categorical

Distinct count24
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
NP
3809
0
2552
PO
 
315
Other values (21)
 
336
ValueCountFrequency (%) 
NP 3809 54.3%
 
0 2552 36.4%
 
PO 315 4.5%
 
FH 71 1.0%
 
TR 51 0.7%
 
BC 39 0.6%
 
BR 30 0.4%
 
MV 16 0.2%
 
NT 15 0.2%
 
OC 14 0.2%
 
Other values (14) 100 1.4%
 
Max length2
Mean length1.636052481
Min length1
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

SUB_LPAY_AMT
Numeric

Distinct count3659
Unique (%)52.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean59.04212208
Minimum-220.48
Maximum1901
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-220.48
5-th percentile17
Q138.7
Median51.925
Q366
95-th percentile120.9045
Maximum1901
Range2121.48
Interquartile range27.3

Descriptive statistics

Standard deviation50.40169478
Coef of variation0.8536565592
Kurtosis535.8106221
Mean59.04212208
MAD24.57325063
Skewness16.25867286
Sum414003.36
Variance2540.330837
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-220.48 -69.075 -21.395 -5.45 -4.97 ... 130.44 170.35 221.25 347.45 1901. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
45 173 2.5%
 
35 109 1.6%
 
51 105 1.5%
 
50 87 1.2%
 
36 72 1.0%
 
17 70 1.0%
 
65 50 0.7%
 
46 45 0.6%
 
34 40 0.6%
 
30 37 0.5%
 
Other values (3649) 6224 88.8%
 

Minimum 5 values

ValueCountFrequency (%) 
-220.48 1 < 0.1%
 
-95.44 1 < 0.1%
 
-90 1 < 0.1%
 
-89.35 1 < 0.1%
 
-81.65 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1901 2 < 0.1%
 
996.52 1 < 0.1%
 
804 1 < 0.1%
 
549.63 1 < 0.1%
 
473.7 1 < 0.1%
 

technical_occ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6385
1
 
627
ValueCountFrequency (%) 
0 6385 91.1%
 
1 627 8.9%
 

tenure
Numeric

Distinct count426
Unique (%)6.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean166.1688534
Minimum0
Maximum425
Zeros (%)1.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile35
Q162
Median150
Q3241
95-th percentile378
Maximum425
Range425
Interquartile range179

Descriptive statistics

Standard deviation107.7412576
Coef of variation0.6483841911
Kurtosis-0.6091776481
Mean166.1688534
MAD90.79619585
Skewness0.614643054
Sum1165176
Variance11608.17859
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 3.5 26.5 57.5 ... 363.5 364.5 394.5 395.5 425. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
60 807 11.5%
 
91 264 3.8%
 
58 253 3.6%
 
121 194 2.8%
 
211 162 2.3%
 
180 137 2.0%
 
89 129 1.8%
 
61 128 1.8%
 
119 122 1.7%
 
90 118 1.7%
 
Other values (416) 4698 67.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 74 1.1%
 
1 16 0.2%
 
2 13 0.2%
 
3 10 0.1%
 
4 8 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
425 7 0.1%
 
424 10 0.1%
 
423 13 0.2%
 
422 7 0.1%
 
421 4 0.1%
 

TOTAL_CALLS_MADE_10MONTH
Numeric

Distinct count603
Unique (%)8.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean55.61965203
Minimum0
Maximum3459
Zeros (%)82.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile389
Maximum3459
Range3459
Interquartile range0

Descriptive statistics

Standard deviation188.1917802
Coef of variation3.383548321
Kurtosis49.27444605
Mean55.61965203
MAD93.89544958
Skewness5.705413623
Sum390005
Variance35416.14614
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 7.5000e+00 1.0450e+02 2.5250e+02 4.1450e+02 7.4250e+02 1.3050e+03 1.7975e+03 3.4590e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 5758 82.1%
 
1 21 0.3%
 
3 16 0.2%
 
7 13 0.2%
 
2 12 0.2%
 
4 11 0.2%
 
5 10 0.1%
 
102 8 0.1%
 
23 8 0.1%
 
38 8 0.1%
 
Other values (593) 1147 16.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5758 82.1%
 
1 21 0.3%
 
2 12 0.2%
 
3 16 0.2%
 
4 11 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
3459 1 < 0.1%
 
2815 1 < 0.1%
 
2768 1 < 0.1%
 
1808 1 < 0.1%
 
1787 1 < 0.1%
 

TOTAL_CALLS_MADE_11MONTH
Numeric

Distinct count529
Unique (%)7.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean41.13648032
Minimum0
Maximum3162
Zeros (%)86.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile293
Maximum3162
Range3162
Interquartile range0

Descriptive statistics

Standard deviation161.3889755
Coef of variation3.923256785
Kurtosis62.78336272
Mean41.13648032
MAD72.34522654
Skewness6.506821845
Sum288449
Variance26046.40142
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 7.500e+00 5.950e+01 2.900e+02 4.925e+02 7.745e+02 1.315e+03 3.162e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6063 86.5%
 
1 17 0.2%
 
6 10 0.1%
 
9 10 0.1%
 
4 8 0.1%
 
2 8 0.1%
 
7 7 0.1%
 
11 7 0.1%
 
36 6 0.1%
 
41 6 0.1%
 
Other values (519) 870 12.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6063 86.5%
 
1 17 0.2%
 
2 8 0.1%
 
3 5 0.1%
 
4 8 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3162 1 < 0.1%
 
2503 1 < 0.1%
 
2289 1 < 0.1%
 
2285 1 < 0.1%
 
1817 1 < 0.1%
 

TOTAL_CALLS_MADE_12MONTH
Numeric

Distinct count496
Unique (%)7.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean51.30590416
Minimum0
Maximum5626
Zeros (%)90.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile278
Maximum5626
Range5626
Interquartile range0

Descriptive statistics

Standard deviation259.0477044
Coef of variation5.04908175
Kurtosis103.2115494
Mean51.30590416
MAD93.69059418
Skewness8.52840772
Sum359757
Variance67105.71314
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.7500e+01 4.8500e+01 3.2300e+02 5.7350e+02 1.2655e+03 2.0995e+03 3.0285e+03 5.6260e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6312 90.0%
 
1 12 0.2%
 
17 9 0.1%
 
9 8 0.1%
 
7 6 0.1%
 
5 6 0.1%
 
2 5 0.1%
 
3 5 0.1%
 
48 4 0.1%
 
267 4 0.1%
 
Other values (486) 641 9.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6312 90.0%
 
1 12 0.2%
 
2 5 0.1%
 
3 5 0.1%
 
4 4 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5626 1 < 0.1%
 
5120 1 < 0.1%
 
4057 1 < 0.1%
 
3770 1 < 0.1%
 
3484 1 < 0.1%
 

TOTAL_CALLS_MADE_1MONTH
Numeric

Distinct count1304
Unique (%)18.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean391.2107815
Minimum0
Maximum6399
Zeros (%)1.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile15
Q1148
Median281
Q3510
95-th percentile1116
Maximum6399
Range6399
Interquartile range362

Descriptive statistics

Standard deviation383.5170687
Coef of variation0.9803335869
Kurtosis20.46115956
Mean391.2107815
MAD263.8325901
Skewness2.986004987
Sum2743170
Variance147085.342
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 8.5000e+00 5.7500e+01 ... 1.4460e+03 1.8835e+03 2.5455e+03 3.4965e+03 6.3990e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
281 482 6.9%
 
0 78 1.1%
 
1 56 0.8%
 
3 39 0.6%
 
2 35 0.5%
 
58 22 0.3%
 
168 21 0.3%
 
6 20 0.3%
 
226 20 0.3%
 
93 19 0.3%
 
Other values (1294) 6220 88.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 78 1.1%
 
1 56 0.8%
 
2 35 0.5%
 
3 39 0.6%
 
4 18 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
6399 1 < 0.1%
 
5627 1 < 0.1%
 
3648 1 < 0.1%
 
3345 1 < 0.1%
 
3317 1 < 0.1%
 

TOTAL_CALLS_MADE_2MONTH
Numeric

Distinct count1210
Unique (%)17.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean305.6675699
Minimum0
Maximum3955
Zeros (%)10.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q156
Median183
Q3418
95-th percentile1009.45
Maximum3955
Range3955
Interquartile range362

Descriptive statistics

Standard deviation362.8367949
Coef of variation1.187030718
Kurtosis9.992741372
Mean305.6675699
MAD252.7424761
Skewness2.540865918
Sum2143341
Variance131650.5397
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 5.5000e+00 1.2500e+01 ... 8.9850e+02 1.2895e+03 1.6455e+03 2.3055e+03 3.9550e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 711 10.1%
 
171 477 6.8%
 
1 95 1.4%
 
2 66 0.9%
 
3 46 0.7%
 
4 41 0.6%
 
5 39 0.6%
 
7 31 0.4%
 
6 30 0.4%
 
8 27 0.4%
 
Other values (1200) 5449 77.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 711 10.1%
 
1 95 1.4%
 
2 66 0.9%
 
3 46 0.7%
 
4 41 0.6%
 

Maximum 5 values

ValueCountFrequency (%) 
3955 1 < 0.1%
 
3386 1 < 0.1%
 
3230 1 < 0.1%
 
3223 1 < 0.1%
 
2966 1 < 0.1%
 

TOTAL_CALLS_MADE_3MONTH
Numeric

Distinct count1144
Unique (%)16.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean252.6858243
Minimum0
Maximum3623
Zeros (%)25.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median110
Q3358.25
95-th percentile949
Maximum3623
Range3623
Interquartile range358.25

Descriptive statistics

Standard deviation354.2432529
Coef of variation1.401911856
Kurtosis10.56026732
Mean252.6858243
MAD248.9727961
Skewness2.629827325
Sum1771833
Variance125488.2823
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 4.5000e+00 2.2500e+01 8.0500e+01 ... 7.7950e+02 1.0435e+03 1.6885e+03 2.2855e+03 3.6230e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1787 25.5%
 
81 477 6.8%
 
1 60 0.9%
 
2 42 0.6%
 
3 35 0.5%
 
4 30 0.4%
 
5 25 0.4%
 
8 20 0.3%
 
6 18 0.3%
 
14 18 0.3%
 
Other values (1134) 4500 64.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1787 25.5%
 
1 60 0.9%
 
2 42 0.6%
 
3 35 0.5%
 
4 30 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
3623 1 < 0.1%
 
3600 1 < 0.1%
 
3115 1 < 0.1%
 
3050 1 < 0.1%
 
2963 1 < 0.1%
 

TOTAL_CALLS_MADE_4MONTH
Numeric

Distinct count1083
Unique (%)15.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean214.6969481
Minimum0
Maximum4891
Zeros (%)35.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median50
Q3311.25
95-th percentile895.8
Maximum4891
Range4891
Interquartile range311.25

Descriptive statistics

Standard deviation345.9369676
Coef of variation1.611280322
Kurtosis16.37983287
Mean214.6969481
MAD239.09241
Skewness3.074821898
Sum1505455
Variance119672.3855
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 3.5000e+00 5.5000e+00 ... 1.1515e+03 1.3790e+03 1.7835e+03 2.9565e+03 4.8910e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2487 35.5%
 
3 489 7.0%
 
1 52 0.7%
 
2 34 0.5%
 
5 26 0.4%
 
4 25 0.4%
 
7 21 0.3%
 
33 20 0.3%
 
20 16 0.2%
 
57 14 0.2%
 
Other values (1073) 3828 54.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2487 35.5%
 
1 52 0.7%
 
2 34 0.5%
 
3 489 7.0%
 
4 25 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
4891 1 < 0.1%
 
3600 1 < 0.1%
 
3599 1 < 0.1%
 
3168 1 < 0.1%
 
2972 1 < 0.1%
 

TOTAL_CALLS_MADE_5MONTH
Numeric

Distinct count1026
Unique (%)14.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean184.9107245
Minimum0
Maximum5712
Zeros (%)48.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median3
Q3259
95-th percentile816.45
Maximum5712
Range5712
Interquartile range259

Descriptive statistics

Standard deviation336.2519271
Coef of variation1.818455517
Kurtosis29.8622248
Mean184.9107245
MAD222.0155741
Skewness3.914787531
Sum1296594
Variance113065.3585
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 5.5000e+00 2.1500e+01 ... 9.9150e+02 1.2945e+03 1.9770e+03 3.5365e+03 5.7120e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3410 48.6%
 
1 51 0.7%
 
2 28 0.4%
 
5 23 0.3%
 
4 22 0.3%
 
3 21 0.3%
 
206 15 0.2%
 
10 15 0.2%
 
185 14 0.2%
 
162 14 0.2%
 
Other values (1016) 3399 48.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3410 48.6%
 
1 51 0.7%
 
2 28 0.4%
 
3 21 0.3%
 
4 22 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
5712 1 < 0.1%
 
5011 1 < 0.1%
 
3583 1 < 0.1%
 
3490 1 < 0.1%
 
3366 1 < 0.1%
 

TOTAL_CALLS_MADE_6MONTH
Numeric

Distinct count945
Unique (%)13.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean153.3699373
Minimum0
Maximum4473
Zeros (%)54.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3202.25
95-th percentile733.45
Maximum4473
Range4473
Interquartile range202.25

Descriptive statistics

Standard deviation303.4646018
Coef of variation1.978644624
Kurtosis26.84396504
Mean153.3699373
MAD196.8338072
Skewness3.943398754
Sum1075430
Variance92090.76457
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 6.5000e+00 1.6500e+01 ... 8.7350e+02 1.1335e+03 1.7145e+03 2.1760e+03 4.4730e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3802 54.2%
 
1 56 0.8%
 
4 33 0.5%
 
2 23 0.3%
 
3 23 0.3%
 
5 20 0.3%
 
6 18 0.3%
 
11 17 0.2%
 
7 16 0.2%
 
8 15 0.2%
 
Other values (935) 2989 42.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3802 54.2%
 
1 56 0.8%
 
2 23 0.3%
 
3 23 0.3%
 
4 33 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
4473 1 < 0.1%
 
4040 1 < 0.1%
 
3700 1 < 0.1%
 
3534 1 < 0.1%
 
3250 1 < 0.1%
 

TOTAL_CALLS_MADE_7MONTH
Numeric

Distinct count873
Unique (%)12.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean124.4988591
Minimum0
Maximum3748
Zeros (%)62.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3137.25
95-th percentile648
Maximum3748
Range3748
Interquartile range137.25

Descriptive statistics

Standard deviation270.7137307
Coef of variation2.174427401
Kurtosis24.71522246
Mean124.4988591
MAD172.4252928
Skewness3.916079019
Sum872986
Variance73285.92398
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 4.5000e+00 2.6500e+01 ... 9.5700e+02 1.2005e+03 1.5070e+03 2.1900e+03 3.7480e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4351 62.1%
 
1 45 0.6%
 
2 21 0.3%
 
3 21 0.3%
 
4 20 0.3%
 
18 16 0.2%
 
12 14 0.2%
 
5 13 0.2%
 
31 13 0.2%
 
22 13 0.2%
 
Other values (863) 2485 35.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4351 62.1%
 
1 45 0.6%
 
2 21 0.3%
 
3 21 0.3%
 
4 20 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
3748 1 < 0.1%
 
3329 1 < 0.1%
 
3267 1 < 0.1%
 
3248 1 < 0.1%
 
2991 1 < 0.1%
 

TOTAL_CALLS_MADE_8MONTH
Highly correlated

This variable is highly correlated with TOTAL_CALLS_MADE_7MONTH and should be ignored for analysis

Correlation1

TOTAL_CALLS_MADE_9MONTH
Numeric

Distinct count793
Unique (%)11.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean97.52082145
Minimum0
Maximum3471
Zeros (%)70.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q347
95-th percentile587.45
Maximum3471
Range3471
Interquartile range47

Descriptive statistics

Standard deviation243.2611144
Coef of variation2.494453089
Kurtosis25.97955733
Mean97.52082145
MAD146.0828156
Skewness4.177266983
Sum683816
Variance59175.96976
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 8.500e+00 3.950e+01 1.995e+02 ... 4.275e+02 7.415e+02 9.525e+02 1.553e+03 3.471e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4911 70.0%
 
1 25 0.4%
 
4 14 0.2%
 
2 13 0.2%
 
8 11 0.2%
 
63 10 0.1%
 
5 10 0.1%
 
6 10 0.1%
 
30 10 0.1%
 
7 10 0.1%
 
Other values (783) 1988 28.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4911 70.0%
 
1 25 0.4%
 
2 13 0.2%
 
3 9 0.1%
 
4 14 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
3471 1 < 0.1%
 
3046 1 < 0.1%
 
2787 1 < 0.1%
 
2710 1 < 0.1%
 
2394 1 < 0.1%
 

total_data
Numeric

Distinct count6672
Unique (%)95.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4997444115
Minimum0
Maximum1.84e+11
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile2286686.9
Q1145314630.8
Median1584202504
Q36449820890
95-th percentile2.017636371e+10
Maximum1.84e+11
Range1.84e+11
Interquartile range6304506259

Descriptive statistics

Standard deviation8669149854
Coef of variation1.734716718
Kurtosis65.42777484
Mean4997444115
MAD5395651100
Skewness5.349182039
Sum3.504207813e+13
Variance7.51541592e+19
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.00000000e+01 1.06870000e+04 7.53760000e+04 5.46024500e+05 ... 2.63939134e+10 3.96454960e+10 5.55760450e+10 8.51615502e+10 1.84000000e+11], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
656580623 337 4.8%
 
0 3 < 0.1%
 
7692 3 < 0.1%
 
1.864257797e+10 1 < 0.1%
 
2841098364 1 < 0.1%
 
9485399128 1 < 0.1%
 
5279581562 1 < 0.1%
 
50371252 1 < 0.1%
 
152406318 1 < 0.1%
 
126535877 1 < 0.1%
 
Other values (6662) 6662 95.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 < 0.1%
 
40 1 < 0.1%
 
183 1 < 0.1%
 
215 1 < 0.1%
 
600 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.84e+11 1 < 0.1%
 
1.83e+11 1 < 0.1%
 
9.976371341e+10 1 < 0.1%
 
8.694574399e+10 1 < 0.1%
 
8.337735642e+10 1 < 0.1%
 

total_drop_calls
Numeric

Distinct count20
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.104820308
Minimum0
Maximum121
Zeros (%)98.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum121
Range121
Interquartile range0

Descriptive statistics

Standard deviation1.914368385
Coef of variation18.26333485
Kurtosis2444.857358
Mean0.104820308
MAD0.2065910806
Skewness43.89367723
Sum735
Variance3.664806315
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=20)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 5.5 6.5 17. 121. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6910 98.5%
 
3 39 0.6%
 
2 21 0.3%
 
6 17 0.2%
 
15 3 < 0.1%
 
9 3 < 0.1%
 
1 3 < 0.1%
 
4 2 < 0.1%
 
10 2 < 0.1%
 
5 2 < 0.1%
 
Other values (10) 10 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6910 98.5%
 
1 3 < 0.1%
 
2 21 0.3%
 
3 39 0.6%
 
4 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
121 1 < 0.1%
 
48 1 < 0.1%
 
47 1 < 0.1%
 
43 1 < 0.1%
 
41 1 < 0.1%
 

total_messages
Numeric

Distinct count3784
Unique (%)54.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3223.990588
Minimum0
Maximum56801
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile11
Q1409.75
Median1110
Q33767.75
95-th percentile13424.85
Maximum56801
Range56801
Interquartile range3358

Descriptive statistics

Standard deviation5388.004958
Coef of variation1.671222298
Kurtosis18.88746572
Mean3223.990588
MAD3371.263138
Skewness3.655535097
Sum22606622
Variance29030597.43
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000e+00 5.00000e-01 2.50000e+00 6.50000e+00 1.75000e+01 ... 1.44015e+04 1.82145e+04 2.41035e+04 4.23915e+04 5.68010e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
506 774 11.0%
 
1 78 1.1%
 
2 55 0.8%
 
3 36 0.5%
 
5 31 0.4%
 
4 28 0.4%
 
6 28 0.4%
 
11 24 0.3%
 
8 23 0.3%
 
9 21 0.3%
 
Other values (3774) 5914 84.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2 < 0.1%
 
1 78 1.1%
 
2 55 0.8%
 
3 36 0.5%
 
4 28 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
56801 1 < 0.1%
 
56284 1 < 0.1%
 
54002 1 < 0.1%
 
50822 1 < 0.1%
 
50798 1 < 0.1%
 

total_minutes
Numeric

Distinct count6498
Unique (%)92.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4588.027403
Minimum0
Maximum162530.214
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile33.96395
Q1798.84575
Median2062.875
Q35780.50575
95-th percentile17032.7466
Maximum162530.214
Range162530.214
Interquartile range4981.66

Descriptive statistics

Standard deviation6979.9237
Coef of variation1.521334353
Kurtosis61.28951452
Mean4588.027403
MAD4340.578711
Skewness5.196474549
Sum32171248.15
Variance48719334.85
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.02500000e+00 7.25900000e+00 3.64010000e+01 1.83923000e+02 ... 2.34847585e+04 3.08377830e+04 4.18848140e+04 6.95184190e+04 1.62530214e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1023.933 470 6.7%
 
0.6 4 0.1%
 
0 4 0.1%
 
0.817 3 < 0.1%
 
0.833 3 < 0.1%
 
2 3 < 0.1%
 
0.033 3 < 0.1%
 
8.6 2 < 0.1%
 
1.4 2 < 0.1%
 
1.167 2 < 0.1%
 
Other values (6488) 6516 92.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4 0.1%
 
0.033 3 < 0.1%
 
0.05 2 < 0.1%
 
0.067 1 < 0.1%
 
0.083 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
162530.214 1 < 0.1%
 
102082.22 1 < 0.1%
 
86010.832 1 < 0.1%
 
84796.903 1 < 0.1%
 
82896.28 1 < 0.1%
 

TOTAL_MINUTES_10MONTH
Numeric

Distinct count1244
Unique (%)17.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean134.9691968
Minimum0
Maximum8080.853
Zeros (%)82.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile925.59425
Maximum8080.853
Range8080.853
Interquartile range0

Descriptive statistics

Standard deviation489.8546552
Coef of variation3.629381124
Kurtosis60.15180996
Mean134.9691968
MAD229.5597617
Skewness6.436479185
Sum946404.008
Variance239957.5832
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 9.8300000e-01 1.2058500e+01 8.3015500e+01 ... 1.1963095e+03 1.6234185e+03 2.5143405e+03 4.2612085e+03 8.0808530e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 5758 82.1%
 
0.033 3 < 0.1%
 
3.8 2 < 0.1%
 
0.9 2 < 0.1%
 
1.333 2 < 0.1%
 
0.267 2 < 0.1%
 
44.366 2 < 0.1%
 
4.433 2 < 0.1%
 
0.367 2 < 0.1%
 
2.817 2 < 0.1%
 
Other values (1234) 1235 17.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5758 82.1%
 
0.033 3 < 0.1%
 
0.05 1 < 0.1%
 
0.067 1 < 0.1%
 
0.1 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
8080.853 1 < 0.1%
 
7500.666 1 < 0.1%
 
7484.352 1 < 0.1%
 
7100.45 1 < 0.1%
 
6942.617 1 < 0.1%
 

TOTAL_MINUTES_11MONTH
Numeric

Distinct count945
Unique (%)13.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean101.571388
Minimum0
Maximum8471.421
Zeros (%)86.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile679.48975
Maximum8471.421
Range8471.421
Interquartile range0

Descriptive statistics

Standard deviation438.2640666
Coef of variation4.31483782
Kurtosis89.96222713
Mean101.571388
MAD179.3761402
Skewness7.870162007
Sum712218.573
Variance192075.3921
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 5.4915000e+00 9.7558500e+01 3.5667550e+02 7.4298350e+02 1.5324105e+03 2.5439165e+03 3.8779760e+03 8.4714210e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6063 86.5%
 
90.167 2 < 0.1%
 
0.117 2 < 0.1%
 
2.717 2 < 0.1%
 
20.5 2 < 0.1%
 
0.433 2 < 0.1%
 
68.05 1 < 0.1%
 
89.251 1 < 0.1%
 
1121.301 1 < 0.1%
 
453.883 1 < 0.1%
 
Other values (935) 935 13.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6063 86.5%
 
0.033 1 < 0.1%
 
0.05 1 < 0.1%
 
0.067 1 < 0.1%
 
0.083 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
8471.421 1 < 0.1%
 
7435.253 1 < 0.1%
 
7399.503 1 < 0.1%
 
7186.634 1 < 0.1%
 
6816.902 1 < 0.1%
 

TOTAL_MINUTES_12MONTH
Numeric

Distinct count698
Unique (%)10.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean126.7610568
Minimum0
Maximum17903.803
Zeros (%)90.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile609.84165
Maximum17903.803
Range17903.803
Interquartile range0

Descriptive statistics

Standard deviation680.9838665
Coef of variation5.372185148
Kurtosis147.5838211
Mean126.7610568
MAD231.9082325
Skewness9.93056771
Sum888848.53
Variance463739.0265
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 2.5000000e-02 9.5850000e-01 2.6350000e+01 1.0523400e+02 ... 1.6900275e+03 2.6169200e+03 4.3482160e+03 7.3614265e+03 1.7903803e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6312 90.0%
 
2.184 2 < 0.1%
 
0.067 2 < 0.1%
 
3.433 2 < 0.1%
 
965.816 1 < 0.1%
 
210.084 1 < 0.1%
 
86.251 1 < 0.1%
 
110.749 1 < 0.1%
 
433.883 1 < 0.1%
 
331.652 1 < 0.1%
 
Other values (688) 688 9.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6312 90.0%
 
0.05 1 < 0.1%
 
0.067 2 < 0.1%
 
0.217 1 < 0.1%
 
0.3 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
17903.803 1 < 0.1%
 
13051.538 1 < 0.1%
 
12669.903 1 < 0.1%
 
9894.389 1 < 0.1%
 
8941.567 1 < 0.1%
 

TOTAL_MINUTES_1MONTH
Numeric

Distinct count6373
Unique (%)90.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean849.6596766
Minimum0
Maximum21489.294
Zeros (%)1.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile13.6479
Q1252.5545
Median561.034
Q31106.292
95-th percentile2564.51105
Maximum21489.294
Range21489.294
Interquartile range853.7375

Descriptive statistics

Standard deviation1003.3181
Coef of variation1.180847023
Kurtosis54.58243543
Mean849.6596766
MAD642.8898099
Skewness4.801701666
Sum5957813.652
Variance1006647.209
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 2.5335000e+00 1.3032500e+01 1.7685050e+02 ... 3.0296765e+03 4.2129170e+03 5.5248260e+03 7.5213330e+03 2.1489294e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
561.034 470 6.7%
 
0 78 1.1%
 
0.6 4 0.1%
 
0.75 4 0.1%
 
0.95 4 0.1%
 
0.967 3 < 0.1%
 
0.233 3 < 0.1%
 
0.817 3 < 0.1%
 
1.35 3 < 0.1%
 
0.033 3 < 0.1%
 
Other values (6363) 6437 91.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 78 1.1%
 
0.033 3 < 0.1%
 
0.067 1 < 0.1%
 
0.083 1 < 0.1%
 
0.117 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
21489.294 1 < 0.1%
 
18315.449 1 < 0.1%
 
12391.517 1 < 0.1%
 
11789.054 1 < 0.1%
 
11185.214 1 < 0.1%
 

TOTAL_MINUTES_2MONTH
Numeric

Distinct count5657
Unique (%)80.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean678.2232316
Minimum0
Maximum21547.605
Zeros (%)10.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q178.37125
Median345.584
Q3922.331
95-th percentile2396.34835
Maximum21547.605
Range21547.605
Interquartile range843.95975

Descriptive statistics

Standard deviation918.036585
Coef of variation1.353590591
Kurtosis49.61378122
Mean678.2232316
MAD611.6982122
Skewness4.251795437
Sum4755701.3
Variance842791.1714
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 8.5000000e-03 1.0755000e+00 2.9170000e+00 6.3415000e+00 ... 2.9327175e+03 4.1469345e+03 6.7871240e+03 9.7049500e+03 2.1547605e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 711 10.1%
 
327.916 470 6.7%
 
0.233 5 0.1%
 
1.017 5 0.1%
 
0.6 5 0.1%
 
0.367 4 0.1%
 
0.183 4 0.1%
 
2.083 4 0.1%
 
0.1 4 0.1%
 
0.917 4 0.1%
 
Other values (5647) 5796 82.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 711 10.1%
 
0.017 4 0.1%
 
0.033 4 0.1%
 
0.034 1 < 0.1%
 
0.05 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
21547.605 1 < 0.1%
 
10377.568 1 < 0.1%
 
9032.332 1 < 0.1%
 
9008.935 1 < 0.1%
 
8417.487 1 < 0.1%
 

TOTAL_MINUTES_3MONTH
Numeric

Distinct count4675
Unique (%)66.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean571.3217824
Minimum0
Maximum18697.972
Zeros (%)25.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median191.0255
Q3775.74375
95-th percentile2255.93525
Maximum18697.972
Range18697.972
Interquartile range775.74375

Descriptive statistics

Standard deviation916.1421906
Coef of variation1.603548506
Kurtosis37.63334288
Mean571.3217824
MAD600.791951
Skewness4.117846561
Sum4006108.338
Variance839316.5134
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 8.5000000e-03 4.1650000e-01 2.1495000e+00 7.9260000e+00 ... 2.9152935e+03 4.4322325e+03 5.6868500e+03 7.9779065e+03 1.8697972e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1787 25.5%
 
132.766 470 6.7%
 
0.033 5 0.1%
 
0.1 4 0.1%
 
0.217 4 0.1%
 
0.983 3 < 0.1%
 
6.3 3 < 0.1%
 
1.15 3 < 0.1%
 
1.1 3 < 0.1%
 
0.35 3 < 0.1%
 
Other values (4665) 4727 67.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1787 25.5%
 
0.017 1 < 0.1%
 
0.033 5 0.1%
 
0.05 2 < 0.1%
 
0.067 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
18697.972 1 < 0.1%
 
12675.264 1 < 0.1%
 
9193.919 1 < 0.1%
 
8835.1 1 < 0.1%
 
8005.562 1 < 0.1%
 

TOTAL_MINUTES_4MONTH
Numeric

Distinct count4004
Unique (%)57.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean495.7200157
Minimum0
Maximum21846.617
Zeros (%)35.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median75.9835
Q3676.588
95-th percentile2159.8752
Maximum21846.617
Range21846.617
Interquartile range676.588

Descriptive statistics

Standard deviation897.7666825
Coef of variation1.811035774
Kurtosis59.32695675
Mean495.7200157
MAD578.2233265
Skewness4.812409068
Sum3475988.75
Variance805985.0162
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 2.2000000e+00 2.2335000e+00 1.1641000e+01 ... 2.9415020e+03 3.5310505e+03 5.1557180e+03 7.3338045e+03 2.1846617e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2489 35.5%
 
2.217 470 6.7%
 
0.183 3 < 0.1%
 
1 3 < 0.1%
 
0.333 3 < 0.1%
 
0.5 3 < 0.1%
 
1.367 3 < 0.1%
 
1.3 2 < 0.1%
 
40.783 2 < 0.1%
 
648.166 2 < 0.1%
 
Other values (3994) 4032 57.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2489 35.5%
 
0.033 2 < 0.1%
 
0.067 1 < 0.1%
 
0.083 2 < 0.1%
 
0.116 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
21846.617 1 < 0.1%
 
10849.633 1 < 0.1%
 
9595.468 1 < 0.1%
 
8183.115 1 < 0.1%
 
8137.419 1 < 0.1%
 

TOTAL_MINUTES_5MONTH
Numeric

Distinct count3563
Unique (%)50.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean434.4196152
Minimum0
Maximum20259.356
Zeros (%)48.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median2.55
Q3549.39925
95-th percentile1971.8191
Maximum20259.356
Range20259.356
Interquartile range549.39925

Descriptive statistics

Standard deviation879.3609327
Coef of variation2.024220136
Kurtosis61.99967475
Mean434.4196152
MAD540.2643837
Skewness5.384243212
Sum3046150.342
Variance773275.6499
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 8.5000000e-03 3.0415000e+00 1.3342000e+01 5.1542500e+01 ... 3.0205610e+03 3.8953355e+03 5.1838765e+03 8.3552545e+03 2.0259356e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3410 48.6%
 
0.35 6 0.1%
 
2.1 2 < 0.1%
 
5.85 2 < 0.1%
 
0.983 2 < 0.1%
 
0.033 2 < 0.1%
 
0.95 2 < 0.1%
 
0.533 2 < 0.1%
 
1.367 2 < 0.1%
 
4.267 2 < 0.1%
 
Other values (3553) 3580 51.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3410 48.6%
 
0.017 1 < 0.1%
 
0.033 2 < 0.1%
 
0.05 1 < 0.1%
 
0.067 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
20259.356 1 < 0.1%
 
11893.019 1 < 0.1%
 
11282.584 1 < 0.1%
 
10289.296 1 < 0.1%
 
10254.035 1 < 0.1%
 

TOTAL_MINUTES_6MONTH
Numeric

Distinct count3154
Unique (%)45.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean366.3108033
Minimum0
Maximum22351.386
Zeros (%)54.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3419.7255
95-th percentile1783.7983
Maximum22351.386
Range22351.386
Interquartile range419.7255

Descriptive statistics

Standard deviation821.3184297
Coef of variation2.242135428
Kurtosis98.90147402
Mean366.3108033
MAD485.0250007
Skewness6.479951443
Sum2568571.353
Variance674563.963
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 8.5000000e-03 3.0000000e-01 2.7585000e+00 1.9500000e+01 ... 2.8808765e+03 3.5968970e+03 5.1634530e+03 8.6894840e+03 2.2351386e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3803 54.2%
 
0.033 7 0.1%
 
1.55 4 0.1%
 
1.567 3 < 0.1%
 
0.1 3 < 0.1%
 
7.183 3 < 0.1%
 
0.8 3 < 0.1%
 
3.283 3 < 0.1%
 
575.951 2 < 0.1%
 
734.5 2 < 0.1%
 
Other values (3144) 3179 45.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3803 54.2%
 
0.017 1 < 0.1%
 
0.033 7 0.1%
 
0.05 1 < 0.1%
 
0.067 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
22351.386 1 < 0.1%
 
12754.885 1 < 0.1%
 
10058.786 1 < 0.1%
 
8751.001 1 < 0.1%
 
8627.967 1 < 0.1%
 

TOTAL_MINUTES_7MONTH
Numeric

Distinct count2622
Unique (%)37.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean297.5939795
Minimum0
Maximum12861.519
Zeros (%)62.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3269.86675
95-th percentile1609.99915
Maximum12861.519
Range12861.519
Interquartile range269.86675

Descriptive statistics

Standard deviation706.9644641
Coef of variation2.375600694
Kurtosis41.61618888
Mean297.5939795
MAD421.3709671
Skewness4.882803006
Sum2086728.984
Variance499798.7535
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 1.7165000e+00 7.2260000e+00 5.4809000e+01 ... 2.1546975e+03 2.7308755e+03 4.2301245e+03 5.2473160e+03 1.2861519e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4351 62.1%
 
0.433 4 0.1%
 
0.033 4 0.1%
 
0.083 3 < 0.1%
 
0.583 3 < 0.1%
 
1.35 3 < 0.1%
 
268.617 3 < 0.1%
 
1.683 3 < 0.1%
 
0.067 2 < 0.1%
 
5.767 2 < 0.1%
 
Other values (2612) 2634 37.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4351 62.1%
 
0.033 4 0.1%
 
0.05 1 < 0.1%
 
0.067 2 < 0.1%
 
0.083 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
12861.519 1 < 0.1%
 
10160.786 1 < 0.1%
 
8689.369 1 < 0.1%
 
8648.137 1 < 0.1%
 
7820.566 1 < 0.1%
 

TOTAL_MINUTES_8MONTH
Highly correlated

This variable is highly correlated with TOTAL_MINUTES_7MONTH and should be ignored for analysis

Correlation1

TOTAL_MINUTES_9MONTH
Numeric

Distinct count2084
Unique (%)29.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean233.8826778
Minimum0
Maximum11265.152
Zeros (%)70.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q377.63625
95-th percentile1417.0267
Maximum11265.152
Range11265.152
Interquartile range77.63625

Descriptive statistics

Standard deviation649.7702762
Coef of variation2.778188972
Kurtosis53.75391123
Mean233.8826778
MAD355.4996262
Skewness5.741655199
Sum1639985.337
Variance422201.4119
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 1.6500000e-02 9.0850000e-01 9.7080000e+00 5.0133000e+01 ... 1.8259490e+03 2.6310010e+03 3.2933005e+03 4.3065620e+03 1.1265152e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4911 70.0%
 
57.4 2 < 0.1%
 
5.9 2 < 0.1%
 
2.766 2 < 0.1%
 
25.15 2 < 0.1%
 
209.999 2 < 0.1%
 
0.15 2 < 0.1%
 
0.367 2 < 0.1%
 
288.735 2 < 0.1%
 
1.45 2 < 0.1%
 
Other values (2074) 2083 29.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4911 70.0%
 
0.033 1 < 0.1%
 
0.05 2 < 0.1%
 
0.083 2 < 0.1%
 
0.117 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
11265.152 1 < 0.1%
 
10585.396 1 < 0.1%
 
8741 1 < 0.1%
 
8197.018 1 < 0.1%
 
8082.351 1 < 0.1%
 

TRANSFER_COUNT
Highly correlated

This variable is highly correlated with RETURNS_COUNT and should be ignored for analysis

Correlation1

TTL_FEAT_COUNT
Numeric

Distinct count11
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean10.00085568
Minimum4
Maximum15
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum4
5-th percentile10
Q110
Median10
Q310
95-th percentile10
Maximum15
Range11
Interquartile range0

Descriptive statistics

Standard deviation0.1584382424
Coef of variation0.01584246863
Kurtosis735.5214503
Mean10.00085568
MAD0.008268605787
Skewness0.4142653577
Sum70126
Variance0.02510267664
Memory size54.9 KiB
Histogram
Histogram with fixed size bins (bins=11)
Histogram
Histogram with variable size bins (bins=[ 4. 9.5 10.5 15. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 6991 99.7%
 
11 5 0.1%
 
14 3 < 0.1%
 
9 3 < 0.1%
 
7 2 < 0.1%
 
12 2 < 0.1%
 
8 2 < 0.1%
 
15 1 < 0.1%
 
6 1 < 0.1%
 
13 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
4 1 < 0.1%
 
6 1 < 0.1%
 
7 2 < 0.1%
 
8 2 < 0.1%
 
9 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
15 1 < 0.1%
 
14 3 < 0.1%
 
13 1 < 0.1%
 
12 2 < 0.1%
 
11 5 0.1%
 

WINBACK_ADD_COUNT
Highly correlated

This variable is highly correlated with TRANSFER_COUNT and should be ignored for analysis

Correlation1

Correlations

Missing values

Sample

First rows

ABPACTIVE_PHONE_FLAGautobillpayAVG_CALL_DURATIONAVG_IVR_DURATIONbluecollar_occbundleBUNDLE_STATUSCALL_1MONTH_TO_DEACTCALL_2MONTHS_TO_DEACTCALL_3MONTHS_TO_DEACTCALLS_10MONTHCALLS_11MONTHCALLS_12MONTHCALLS_1MONTHCALLS_1MONTH_TO_DEACTCALLS_2MONTHCALLS_2MONTH_TO_DEACTCALLS_3MONTHCALLS_3MONTH_TO_DEACTCALLS_4MONTHCALLS_5MONTHCALLS_6MONTHCALLS_7MONTHCALLS_8MONTHCALLS_9MONTHCASH_PAYMENTSCC_PAYMENTSCHECK_PAYMENTSchurnedCOUPON_ADJUSTMENTSCPE_COUNTDATA_1MONTH_TO_DEACTDATA_2MONTH_TO_DEACTDATA_3MONTH_TO_DEACTDATA_USED_10MONTHDATA_USED_11MONTHDATA_USED_12MONTHDATA_USED_1MONTHDATA_USED_2MONTHDATA_USED_3MONTHDATA_USED_4MONTHDATA_USED_5MONTHDATA_USED_6MONTHDATA_USED_7MONTHDATA_USED_8MONTHDATA_USED_9MONTHDisconnect_ReasonDISCONNECT_REASON_NAMEDISTINCT_FEATURE_COUNTDROP_CALLS_10MONTHDROP_CALLS_11MONTHDROP_CALLS_12MONTHDROP_CALLS_1MONTHDROP_CALLS_1MONTH_TO_DEACTDROP_CALLS_2MONTHDROP_CALLS_2MONTHS_TO_DEACTDROP_CALLS_3MONTHDROP_CALLS_3MONTHS_TO_DEACTDROP_CALLS_4MONTHDROP_CALLS_5MONTHDROP_CALLS_6MONTHDROP_CALLS_7MONTHDROP_CALLS_8MONTHDROP_CALLS_9MONTHEBILLebillingETHNICITYfarmer_occfbnpFBNP_FLAGGROSS_ADDS_COUNThh_incomehotlineHOTLINE_FLAGmanagement_occMESSAGES_SENT_10MONTHMESSAGES_SENT_11MONTHMESSAGES_SENT_12MONTHMESSAGES_SENT_1MONTHMESSAGES_SENT_2MONTHMESSAGES_SENT_3MONTHMESSAGES_SENT_4MONTHMESSAGES_SENT_5MONTHMESSAGES_SENT_6MONTHMESSAGES_SENT_7MONTHMESSAGES_SENT_8MONTHMESSAGES_SENT_9MONTHnever_before_cricketNum_Adults_in_LUNUM_DROPPED_CALLSNUM_IVR_CALLSNUM_PAYMENTSOccupationofficeadmin_occother_occPLAN_REVENUE_AMTprev_rate_planprev_rev_amtprofessinal_occqRATE_PLAN_NAMEReligious_Magazineretired_occRETURNS_COUNTsales_occSERVICE_TYPESMS_1MONTH_TO_DEACTSMS_2MONTH_TO_DEACTSMS_3MONTH_TO_DEACTSUB_ACTIVE_PHONE_COUNTSUB_COMP_NAMESUB_DISC_REASONSUB_LPAY_AMTtechnical_occtenureTOTAL_CALLS_MADE_10MONTHTOTAL_CALLS_MADE_11MONTHTOTAL_CALLS_MADE_12MONTHTOTAL_CALLS_MADE_1MONTHTOTAL_CALLS_MADE_2MONTHTOTAL_CALLS_MADE_3MONTHTOTAL_CALLS_MADE_4MONTHTOTAL_CALLS_MADE_5MONTHTOTAL_CALLS_MADE_6MONTHTOTAL_CALLS_MADE_7MONTHTOTAL_CALLS_MADE_8MONTHTOTAL_CALLS_MADE_9MONTHtotal_datatotal_drop_callstotal_messagestotal_minutesTOTAL_MINUTES_10MONTHTOTAL_MINUTES_11MONTHTOTAL_MINUTES_12MONTHTOTAL_MINUTES_1MONTHTOTAL_MINUTES_2MONTHTOTAL_MINUTES_3MONTHTOTAL_MINUTES_4MONTHTOTAL_MINUTES_5MONTHTOTAL_MINUTES_6MONTHTOTAL_MINUTES_7MONTHTOTAL_MINUTES_8MONTHTOTAL_MINUTES_9MONTHTRANSFER_COUNTTTL_FEAT_COUNTWINBACK_ADD_COUNT
0NA0301.02597483.14285700N0000040000001008027622000000000954351641969473123216655629813474058863612503062363536043919637218052691873094010130039000000000220N0White00N0140000N00001830237016961402191820195565567380477215130050Android551PREPAYMuve Smart (MVADR5)0000Voice Service000200108.0002290003793392975143882894074072701.734125e+1043130856284.6240.0000.0000.0684.186609.234710.669982.833833.815530.099662.835662.835608.1180120
1NA084.000000124.40000000N0000041000000000008562000100000041446361010896352835754372790000001012000000000000000N0African_American00N1450000N000027132459120700000001054140060Blackberry550ACTIVEMuve Smart (MVADR3)0011Voice Service00010049.750278000281171813000002.079536e+09063791023.9330.0000.0000.0561.034327.916132.7662.2170.0000.0000.0000.0000.000141
2NA084.00000070.61111100N000005100000300001245351400000017932243735106545708231051178476273059751578367972901143658530752538344092283843943436598221015000000000000000N0Hispanic00N1140000N060001161110161646020184420055True Rate $45450ACTIVESmart (IPHONE3)0000Voice Service000300170.2113202732480287457238296339376194194501.875720e+0901135860.926583.151363.2510.0509.949924.316522.420652.502773.037744.032361.400361.40065.468060
3NA093.95275685.25000001Y000005300000000000801244000000000414715929100000000101303103004000001802N0White00N1620000N0000205000000000212785330050True Rate $45451ACTIVEMuve Smart (MVADR5)0000Voice Service00020026.00021000746000000004.147159e+091212051111.8000.0000.0000.01111.8000.0000.0000.0000.0000.0000.0000.0000.0000110
4YA184.000000150.48344400N00007799010401311485476320000000003987049143889941396931651601066137096568435218933552037514744824646743811024091015000000000000000N0Hispanic00N0450000N00002983731812244392255225223760301515290045Cricket Unlimited300ACTIVETrue Rate $450100Voice Service00010034.5002600005085545506455276375135134942.582429e+090316015355.6840.0000.0000.01856.9821895.7151891.1682060.2041810.8331538.3311481.5171481.5171339.4170150
5NA084.00000067.85714000N0000000000000000001120000003991900005182000001228700001530866120196200000107000000000000000N0White00N11300000N100062898300003002810035True Rate $35350ACTIVECricket All_In35 (35N)0000Voice Service00020066.00017200081729087961500006.565806e+08036904.1680.0000.0000.086.45099.084115.482101.183144.502357.4670.0000.0000.000070
6NA022.00000010.00000000N0000000000000000101800000000033830542409789656971727245691599660413899315418134377210917428099451599350259129988604610648043624490762825888318811011003000000000000N0Hispanic00N0250000N087259402401173588711751092107011021102111903312690050Cricket True_Rate35 (3V5)350ACTIVEMuve Smart (MVADR5)0100Unknown000500228.40032856501191048187571027777841.512225e+10313149447.40944.4682.9660.078.70351.33627.11848.33318.51866.14832.73332.73344.353090
7NI084.00000018.50000000N00000310000000000040001000399190000518200000122870000153086612019620000028TRANSFER8000000000000000N0Other00N1350000N10002711825210000015043410035Smart (ADR5)500DISCCricket All_In35 (35N)0000Unknown00020TR-5.3800000281171813000006.565806e+0805061023.9330.0000.0000.0561.034327.916132.7662.2170.0000.0000.0000.0000.000080
8NI084.000000171.57142900N00010010001000101276001015033401600000124294833000000004BM15000000000000000N0White00N0250000N000080000000003073930050Android551DISCSmart (ADR5)0000Voice Service80020BM115.1600000281171813000001.242948e+08081023.9330.0000.0000.0561.034327.916132.7662.2170.0000.0000.0000.0000.0000110
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Last rows

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